In [1]:
import pandas as pd 
import numpy as np
import os 
import matplotlib.pyplot as plt
import plotly.express as px
from collections import defaultdict
%matplotlib inline  

Question 1: Data Loading

There are 51 seperate text files for each state and the District of Columbia, they will be integrated into one datasets

In [2]:
### dataset loading 
def data_loading (directory_file):
    df = pd.concat([pd.read_csv(directory_file+'/' + i, sep=",",header=None) for i in os.listdir('namesbystate') if not i.startswith(".")]\
                  ,ignore_index=True)
    df.columns = ['State','Sex','Year_of_birth','Name','Num_of_occurrences']
    print('There are {} states in the dataset and they are {}'.format(len(df.State.unique().tolist()),df.State.unique().tolist()))
    ### To check all 50 + D.C. are loaded correctly
    return df
In [3]:
a = data_loading('namesbystate')
There are 51 states in the dataset and they are ['IN', 'IL', 'KS', 'SC', 'HI', 'GA', 'SD', 'CO', 'NH', 'MS', 'MD', 'UT', 'LA', 'ME', 'WI', 'NJ', 'AR', 'NY', 'MT', 'OK', 'MA', 'NM', 'WY', 'OH', 'OR', 'NV', 'TX', 'TN', 'AZ', 'MN', 'WA', 'WV', 'NC', 'MO', 'AL', 'VA', 'CA', 'CT', 'AK', 'ND', 'VT', 'MI', 'NE', 'KY', 'ID', 'DC', 'IA', 'FL', 'PA', 'RI', 'DE']
In [22]:
a.head(10)
Out[22]:
State Sex Year_of_birth Name Num_of_occurrences
0 IN F 1910 Mary 619
1 IN F 1910 Helen 324
2 IN F 1910 Ruth 238
3 IN F 1910 Dorothy 215
4 IN F 1910 Mildred 200
5 IN F 1910 Margaret 196
6 IN F 1910 Thelma 137
7 IN F 1910 Edna 113
8 IN F 1910 Martha 112
9 IN F 1910 Hazel 108

Question 2: Detecting Gender Neutral Name

Qestion: "Overall, which names are the most gender-neutral? In other words, for which names are boys as likely as girls to have the same name?"

The detection will be based on two derived fields and an algorithm based on the ranking of the two fields:

1) Derived fields

a. Absolute Number Difference $\;\;\;$ b. Percentage Difference after Normalization

2) Algorithm

a. Criteria
I.high total name occurences $\;\;\;$ II.low percentage difference

b. Specific Algorithm

*assumption: we exclude names with percent difference greater than 50% as it indicates strong gender-inclination

step 1: rank num_of_occurrences and percent_diff
step 2: low percent_diff receive higher rank and high-ranked num_of_occurrences receive higher rank
step 3: evaluated the score: percent_diff_rank + Total_num_rank

3) Two outcomes

a.names with equal distribution between genders $\;\;\;$ b.names with high combined scores

In [5]:
def gender_neutral_visualize (df): 
    ### visualization of name lists with equal distribution between genders
    ### and understanding the trade off between percentent difference and total number of occurences
    
    gender_df = df.groupby(['Name','Sex']).agg({'Num_of_occurrences': 'sum'}).unstack().fillna(0)
    bi_gender = gender_df.Num_of_occurrences[(gender_df.Num_of_occurrences.F > 0) & (gender_df.Num_of_occurrences.M > 0)]
    
    ### Deriving two filds 
    bi_gender['diff'] = abs(bi_gender.F - bi_gender.M)
    bi_gender['percent_dff'] = abs(bi_gender.F - bi_gender.M )/(bi_gender.M+bi_gender.F)
    bi_gender['Total_num'] = bi_gender.M+bi_gender.F 
    absolute_equal = bi_gender[(bi_gender['percent_dff'] == 0)] ### -> this gives a dataframe with names that are equally 
    absolute_equal.reset_index(inplace = True)                 ###    shared between men and women 
    
    ### Plotting for equally shared name and the total occurences of the name
    f, (ax1, ax2) = plt.subplots(1, 2, figsize=(25,10))
    x = absolute_equal.Name.tolist()
    y_pos = np.arange(len(x))
    y = absolute_equal['Total_num'].tolist()

    ax1.bar(y_pos, y, align='center', alpha=0.6)
    ax1.set_xticks(y_pos)
    ax1.set_xticklabels(x, rotation=90)
    ax1.set_ylabel('Num of Occurrences')
    ax1.set_title('Absolute Gender Neutral Names')
    
    max_state = absolute_equal[absolute_equal.Total_num==absolute_equal.Total_num.max()].Name.values[0]
    print(max_state)
    arrow_x = absolute_equal[absolute_equal.Total_num==absolute_equal.Total_num.max()].index.values[0] + 0.5
    arrow_y = absolute_equal.Total_num.max() -1
    ax1.annotate('max name is {} and the total count is  {}'.format(max_state,absolute_equal.Total_num.max()) \
             ,  xy=(arrow_x, arrow_y), xytext=(arrow_x-20, arrow_y), arrowprops=dict(facecolor="black", width=4,headwidth=10, shrink=0.2))
   
    
    
    ### Plotting for percent difference against total number of occurences 
    ax2.scatter(x=bi_gender['percent_dff'],y=bi_gender['Total_num'])
    ax2.set_xlabel('Normalized Difference')
    ax2.set_ylabel('Num of occurrences')
    ax2.set_title('occurrences and Percent_diff Trade-off')
    

Outcome 1: The list of names that are equally distributed between genders and a trade off between percent_diff and total number of occurrences

In [6]:
gender_neutral_visualize(a)  
Rei
In [7]:
def algorithm_calculation (df, location='All'):
    gender_df = df.groupby(['Name','Sex']).agg({'Num_of_occurrences': 'sum'}).unstack().fillna(0)
    bi_gender = gender_df.Num_of_occurrences[(gender_df.Num_of_occurrences.F > 0) & (gender_df.Num_of_occurrences.M > 0)]
    
   
    bi_gender['diff'] = abs(bi_gender.F - bi_gender.M)
    bi_gender['percent_dff'] = abs(bi_gender.F - bi_gender.M )/(bi_gender.M+bi_gender.F)
    bi_gender['Total_num'] = bi_gender.M+bi_gender.F  ### replicating the aggregated and derived dataframe
    bi_gender_ii = bi_gender[bi_gender['percent_dff']<=0.5].copy()
   
    bi_gender_ii['percent_diff_rank'] = bi_gender_ii['percent_dff'].rank(ascending=False) ### ranking the total percent_diff, the lower the higher rank score
    bi_gender_ii['Total_num_rank'] = bi_gender_ii['Total_num'].rank() ### ranking the total num, the higher the higher rank score 
    bi_gender_ii['combined_score'] = bi_gender_ii['percent_diff_rank']+bi_gender_ii['Total_num_rank'] ### combined score calculate
    bi_gender_ii.sort_values(by='combined_score',ascending = False, inplace = True)
    print(bi_gender_ii.head(10).to_string())
    print('\n the top 100 suggested highly gender nuetral names in {} are \n {}'.format(location, bi_gender_ii[0:100].index.tolist()))

Outcome 2 (a): Caculated Scores based on the defined algorithm and top 100 names for all states

In [8]:
algorithm_calculation(a) ### this show name list for all states
Sex            F        M     diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                         
Kerry    45620.0  46346.0    726.0     0.007894    91966.0              495.0           523.0          1018.0
Quinn    29791.0  28742.0   1049.0     0.017922    58533.0              486.0           512.0           998.0
Justice  15229.0  15618.0    389.0     0.012611    30847.0              491.0           502.0           993.0
Kris     11020.0  10874.0    146.0     0.006668    21894.0              497.0           495.0           992.0
Emerson  20175.0  18459.0   1716.0     0.044417    38634.0              459.0           508.0           967.0
Jackie   86834.0  74679.0  12155.0     0.075257   161513.0              437.0           528.0           965.0
Lennon    3367.0   3339.0     28.0     0.004175     6706.0              498.0           466.0           964.0
Santana   3179.0   3173.0      6.0     0.000945     6352.0              500.0           463.0           963.0
Unknown   7409.0   7049.0    360.0     0.024900    14458.0              478.0           485.0           963.0
Robbie   18642.0  16988.0   1654.0     0.046422    35630.0              456.0           506.0           962.0

 the top 100 suggested highly gender nuetral names in All are 
 ['Kerry', 'Quinn', 'Justice', 'Kris', 'Emerson', 'Jackie', 'Lennon', 'Santana', 'Unknown', 'Robbie', 'Landry', 'Riley', 'Arden', 'Oakley', 'Infant', 'Baby', 'Jessie', 'Elisha', 'Amari', 'Yael', 'Tristyn', 'Ivory', 'Kodi', 'Arlyn', 'Maxie', 'Frankie', 'Stevie', 'Blair', 'Jaime', 'Armani', 'Carey', 'Kimani', 'Harley', 'Casey', 'Michal', 'Nieves', 'Jael', 'Gentry', 'Jaylin', 'Waverly', 'Natividad', 'Devyn', 'Parris', 'Burnice', 'Notnamed', 'Trinidad', 'Peyton', 'Milan', 'Claudie', 'Lorenza', 'Charleston', 'Daylin', 'Ashten', 'Christan', 'Finley', 'Jaedyn', 'Ashtin', 'Pat', 'Arin', 'Ryley', 'Britt', 'Skyler', 'Alva', 'Devine', 'Ocean', 'Laramie', 'Reilly', 'Remy', 'Ozell', 'Tenzin', 'Garnett', 'Briar', 'Rowan', 'Ridley', 'Jireh', 'Harpreet', 'Jody', 'Phoenix', 'Shea', 'Teegan', 'Unnamed', 'Amrit', 'Divine', 'Iran', 'Audie', 'Sutton', 'Rumi', 'Chong', 'Gale', 'Kendall', 'Hoa', 'Charly', 'Kalin', 'Joell', 'Rei', 'Amen', 'Rooney', 'Camdyn', 'Lavern', 'Azariah']

Outcome 2 (b): Caculated Scores based on the defined algorithm and top 100 names for each states

In [9]:
### this show name list for each state respectively
for i in a.State.unique().tolist():
    print('\n')
    print(i)
    algorithm_calculation(a[a.State == i],location = i)

IN
Sex             F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                       
Riley      2436.0  2287.0  149.0     0.031548     4723.0               96.0           100.0           196.0
Jackie     2652.0  3069.0  417.0     0.072889     5721.0               85.0           102.0           187.0
Quinn       733.0   793.0   60.0     0.039318     1526.0               93.0            84.0           177.0
Emerson     667.0   640.0   27.0     0.020658     1307.0               97.0            79.0           176.0
Casey      1930.0  2507.0  577.0     0.130043     4437.0               76.0            99.0           175.0
Peyton     1520.0  1877.0  357.0     0.105093     3397.0               79.0            95.0           174.0
Infant      412.0   417.0    5.0     0.006031      829.0              100.0            73.0           173.0
Dominique   599.0   558.0   41.0     0.035436     1157.0               94.0            78.0           172.0
Kris        398.0   409.0   11.0     0.013631      807.0               98.0            72.0           170.0
Sidney      571.0   763.0  192.0     0.143928     1334.0               74.0            80.0           154.0

 the top 100 suggested highly gender nuetral names in IN are 
 ['Riley', 'Jackie', 'Quinn', 'Emerson', 'Casey', 'Peyton', 'Infant', 'Dominique', 'Kris', 'Sidney', 'Emery', 'Angel', 'Carey', 'Devyn', 'Leighton', 'Lavon', 'Gale', 'Elisha', 'Ali', 'Remy', 'Amari', 'Leslie', 'Ollie', 'Oakley', 'Cleo', 'Darian', 'Avery', 'Payton', 'Phoenix', 'Jessie', 'Justice', 'Rowan', 'Skylar', 'Jaime', 'Kendall', 'Finley', 'Marion', 'Dusty', 'Reese', 'Lennon', 'Darrian', 'Jan', 'Harley', 'Carrol', 'Lynn', 'Raleigh', 'Codi', 'Kamari', 'Kerry', 'Khari', 'Jody', 'Camari', 'Larkin', 'Remington', 'Blair', 'Ricki', 'Carrington', 'Billie', 'Lennox', 'Dominque', 'Arden', 'Charlie', 'Pat', 'Charley', 'Tegan', 'Azariah', 'Baby', 'Jaylin', 'Ricci', 'Artie', 'Carsyn', 'River', 'Storm', 'Santana', 'Armani', 'Gabrial', 'Wrigley', 'Bellamy', 'Ryley', 'Jaedyn', 'Sage', 'Cris', 'Rory', 'Montana', 'Domonique', 'Stevie', 'Emory', 'Salem', 'Monroe', 'Jammie', 'Shea', 'Aven', 'Braylin', 'Murphy', 'Darby', 'Landry', 'Jourdan', 'Shay', 'Arie', 'Beryl']


IL
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Kerry    2414.0  2455.0    41.0     0.008421     4869.0              145.0           140.0           285.0
Kendall  2531.0  2456.0    75.0     0.015039     4987.0              142.0           141.0           283.0
Jackie   4032.0  3228.0   804.0     0.110744     7260.0              124.0           147.0           271.0
Riley    4107.0  3026.0  1081.0     0.151549     7133.0              118.0           146.0           264.0
Casey    2543.0  3577.0  1034.0     0.168954     6120.0              112.0           143.0           255.0
Amari     836.0  1012.0   176.0     0.095238     1848.0              126.0           125.0           251.0
Emery     669.0   579.0    90.0     0.072115     1248.0              131.0           120.0           251.0
Quinn    1455.0  2016.0   561.0     0.161625     3471.0              115.0           133.0           248.0
Skyler    811.0  1060.0   249.0     0.133084     1871.0              120.0           126.0           246.0
Blair     540.0   469.0    71.0     0.070367     1009.0              132.0           114.0           246.0

 the top 100 suggested highly gender nuetral names in IL are 
 ['Kerry', 'Kendall', 'Jackie', 'Riley', 'Casey', 'Amari', 'Emery', 'Quinn', 'Skyler', 'Blair', 'Gale', 'Devyn', 'Carey', 'Jessie', 'Lashawn', 'Jaime', 'Charley', 'Kris', 'Emerson', 'Gerry', 'Andra', 'Rene', 'Rowan', 'Payton', 'Ricki', 'Paris', 'Dusty', 'Jael', 'Lennon', 'Sunny', 'Elisha', 'Justice', 'Peyton', 'Ivory', 'Kendal', 'Codi', 'Phoenix', 'Leslie', 'Jaedyn', 'Jan', 'Finley', 'Mckinley', 'Palmer', 'Armani', 'Stevie', 'Dakota', 'Ollie', 'Hollis', 'Carrington', 'Landry', 'Lavern', 'Kamari', 'Billie', 'Leighton', 'Frankie', 'Ardell', 'Armoni', 'Remy', 'River', 'Shea', 'Unknown', 'Lashaun', 'Ashtin', 'Reilly', 'Avery', 'Marlow', 'Harley', 'Lavon', 'Jaydyn', 'Lynell', 'Jordan', 'Angel', 'Jaylin', 'Campbell', 'Micky', 'Monroe', 'Lake', 'Charly', 'Germaine', 'Oakley', 'Pat', 'Jaidyn', 'Kenyatta', 'Bobbie', 'Merle', 'Jodeci', 'Sage', 'Lashun', 'Robbie', 'Baby', 'Krishna', 'Storm', 'Ryley', 'Deondra', 'Arin', 'Daylin', 'Nazareth', 'Britt', 'Carrol', 'Clarke']


KS
Sex             F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                       
Lynn       1079.0  1169.0   90.0     0.040036     2248.0               76.0            72.0           148.0
Riley      1182.0  1072.0  110.0     0.048802     2254.0               74.0            73.0           147.0
Jackie     1308.0  1104.0  204.0     0.084577     2412.0               68.0            76.0           144.0
Leslie     2469.0  1987.0  482.0     0.108169     4456.0               65.0            78.0           143.0
Laverne     322.0   355.0   33.0     0.048744      677.0               75.0            54.0           129.0
Peyton      941.0   688.0  253.0     0.155310     1629.0               58.0            68.0           126.0
Kendall     446.0   583.0  137.0     0.133139     1029.0               62.0            63.0           125.0
Kerry       503.0   723.0  220.0     0.179445     1226.0               54.0            66.0           120.0
Dominique   211.0   183.0   28.0     0.071066      394.0               70.0            46.0           116.0
Angel       777.0  1336.0  559.0     0.264553     2113.0               44.0            70.0           114.0

 the top 100 suggested highly gender nuetral names in KS are 
 ['Lynn', 'Riley', 'Jackie', 'Leslie', 'Laverne', 'Peyton', 'Kendall', 'Kerry', 'Dominique', 'Angel', 'Darian', 'Quinn', 'Emerson', 'Amari', 'Rowan', 'Justice', 'Jaime', 'Kelly', 'Landry', 'Bobbie', 'Ashton', 'Jordan', 'Skylar', 'Camdyn', 'Sage', 'Ora', 'Kris', 'Jaylin', 'Pat', 'Payton', 'Jaiden', 'Austyn', 'Casey', 'Taylor', 'Sidney', 'Whitley', 'Carey', 'Sutton', 'Tracy', 'Remy', 'Emery', 'Ali', 'Devyn', 'Cleo', 'Codie', 'Harley', 'Marion', 'Billie', 'Gail', 'River', 'Kasey', 'Frankie', 'Oakley', 'Rory', 'Montana', 'Jin', 'Jaden', 'Laken', 'Emory', 'Reece', 'Charley', 'Baylor', 'Brecken', 'Lennox', 'Yong', 'Remington', 'Tory', 'Jaeden', 'Lindy', 'Young', 'Phoenix', 'Unknown', 'Santana', 'Shay', 'Fay', 'Tegan', 'Karsen', 'Finnley', 'Channing', 'Britt', 'Palmer']


SC
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Avery    1316.0  1299.0   17.0     0.006501     2615.0               95.0            90.0           185.0
Jamie    2606.0  2216.0  390.0     0.080879     4822.0               83.0            95.0           178.0
Skyler    448.0   425.0   23.0     0.026346      873.0               92.0            75.0           167.0
Justice   343.0   363.0   20.0     0.028329      706.0               91.0            73.0           164.0
Amari     384.0   418.0   34.0     0.042394      802.0               89.0            74.0           163.0
Frankie  1097.0  1361.0  264.0     0.107404     2458.0               74.0            89.0           163.0
Casey    1345.0  1103.0  242.0     0.098856     2448.0               75.0            88.0           163.0
Harley    534.0   450.0   84.0     0.085366      984.0               82.0            76.0           158.0
Jackie   1811.0  2419.0  608.0     0.143735     4230.0               64.0            93.0           157.0
Kendall   941.0   758.0  183.0     0.107710     1699.0               73.0            82.0           155.0

 the top 100 suggested highly gender nuetral names in SC are 
 ['Avery', 'Jamie', 'Skyler', 'Justice', 'Amari', 'Frankie', 'Casey', 'Harley', 'Jackie', 'Kendall', 'Jessie', 'Robbie', 'Unknown', 'Finley', 'Peyton', 'Dominique', 'Kristian', 'Riley', 'Mckinley', 'Quinn', 'Ali', 'Jaidyn', 'Kerry', 'Milan', 'Jordan', 'Emerson', 'Johnnie', 'Elisha', 'Rowan', 'Lavern', 'Ashton', 'Dakota', 'Marlo', 'Royal', 'Lacy', 'Jonnie', 'Landry', 'Theo', 'Shellie', 'Kamari', 'Tracy', 'Noel', 'Emory', 'Austyn', 'Aubrey', 'Ivory', 'Hayden', 'Leslie', 'Mills', 'Campbell', 'Reese', 'Jaedyn', 'Jadan', 'Brighton', 'Domonique', 'Oakley', 'Billie', 'Kenyatta', 'Cleo', 'Baylor', 'Antonia', 'Brantlee', 'Earlie', 'River', 'Curley', 'Shay', 'Alva', 'Ellison', 'Jordin', 'Phoenix', 'Laverne', 'Kris', 'Charley', 'Lake', 'Sullivan', 'Pernell', 'Jalyn', 'Kaidyn', 'Demetrice', 'Pat', 'Khari', 'Demetris', 'Kirby', 'Leighton', 'Seneca', 'Reilly', 'Sevyn', 'Ari', 'Sutton', 'Jayme', 'Artie', 'Dwan', 'Kingsley', 'Lennie', 'Devyn', 'Karsen', 'Camdyn', 'Denver']


HI
Sex           F      M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Leslie    808.0  877.0   69.0     0.040950     1685.0               37.0            39.0            76.0
Riley     340.0  452.0  112.0     0.141414      792.0               28.0            35.0            63.0
Robin     775.0  548.0  227.0     0.171580     1323.0               25.0            37.0            62.0
Kendall    58.0   60.0    2.0     0.016949      118.0               38.0            23.0            61.0
Peyton    222.0  168.0   54.0     0.138462      390.0               29.0            31.0            60.0
Terry     353.0  519.0  166.0     0.190367      872.0               23.0            36.0            59.0
Payton     57.0   66.0    9.0     0.073171      123.0               34.0            25.0            59.0
Shannon  1150.0  534.0  616.0     0.365796     1684.0               15.0            38.0            53.0
Casey     261.0  496.0  235.0     0.310436      757.0               18.0            34.0            52.0
Avery     232.0  145.0   87.0     0.230769      377.0               21.0            29.0            50.0

 the top 100 suggested highly gender nuetral names in HI are 
 ['Leslie', 'Riley', 'Robin', 'Kendall', 'Peyton', 'Terry', 'Payton', 'Shannon', 'Casey', 'Avery', 'Dale', 'Elisha', 'Shiloh', 'Taylor', 'Shea', 'Sky', 'Angel', 'Quinn', 'Emerson', 'Legacy', 'Charlie', 'Kaena', 'Ari', 'Sage', 'Kiyomi', 'Blair', 'Kyrie', 'Phoenix', 'Azariah', 'Hayden', 'Dakota', 'Darian', 'Kris', 'River', 'Amari', 'Raven', 'Kamalei', 'Jaylen', 'Keona', 'Alize']


GA
Sex             F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                        
Jackie     3552.0  3548.0     4.0     0.000563     7100.0              163.0           166.0           329.0
Jessie     7744.0  6856.0   888.0     0.060822    14600.0              149.0           172.0           321.0
Skyler     1058.0  1075.0    17.0     0.007970     2133.0              162.0           146.0           308.0
Unknown    1266.0  1184.0    82.0     0.033469     2450.0              155.0           150.0           305.0
Angel      4468.0  3625.0   843.0     0.104164     8093.0              131.0           167.0           298.0
Casey      2480.0  3086.0   606.0     0.108875     5566.0              129.0           163.0           292.0
Dominique  1061.0  1251.0   190.0     0.082180     2312.0              140.0           148.0           288.0
Riley      3535.0  2662.0   873.0     0.140875     6197.0              122.0           164.0           286.0
Quinn       428.0   400.0    28.0     0.033816      828.0              154.0           129.0           283.0
Johnnie    5998.0  8572.0  2574.0     0.176664    14570.0              108.0           171.0           279.0

 the top 100 suggested highly gender nuetral names in GA are 
 ['Jackie', 'Jessie', 'Skyler', 'Unknown', 'Angel', 'Casey', 'Dominique', 'Riley', 'Quinn', 'Johnnie', 'Avery', 'Marion', 'Peyton', 'Emerson', 'Phoenix', 'Justice', 'Amari', 'Alva', 'Harley', 'Pat', 'Robbie', 'Baby', 'Jaime', 'Rene', 'Frankie', 'Jamie', 'Kristian', 'Campbell', 'Kamari', 'Camdyn', 'Kendall', 'Aubrey', 'Demetrice', 'Kris', 'Kamdyn', 'Tommie', 'Lennon', 'Rowan', 'Remy', 'Charleston', 'Tracy', 'Jordan', 'Jonnie', 'Elisha', 'Jaidyn', 'Francis', 'Ryley', 'Ivory', 'Kylar', 'Payton', 'Ari', 'Dominque', 'Sage', 'Domonique', 'Kimani', 'Lorin', 'Kaylon', 'Antonia', 'Jammie', 'Devyn', 'Codi', 'Sutton', 'Palmer', 'River', 'Armani', 'Cameran', 'Loren', 'Jael', 'Kaidyn', 'Billie', 'Mckinley', 'Stacy', 'Dakota', 'Marlo', 'Austyn', 'Ramsey', 'Oakley', 'Odell', 'Landry', 'Emery', 'Ivey', 'Catlin', 'Aries', 'Ayomide', 'Lavoris', 'Kree', 'Finley', 'Larkin', 'Payden', 'Braylyn', 'Lannie', 'Royal', 'Reese', 'True', 'Jody', 'Hayden', 'Audie', 'Jalyn', 'Kerry', 'Tristyn']


SD
Sex          F      M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                   
Kelly   1145.0  897.0  248.0     0.121450     2042.0               24.0            30.0            54.0
Lynn     716.0  582.0  134.0     0.103236     1298.0               28.0            26.0            54.0
Peyton   262.0  244.0   18.0     0.035573      506.0               29.0            22.0            51.0
Dana     394.0  312.0   82.0     0.116147      706.0               26.0            23.0            49.0
Kerry    145.0  180.0   35.0     0.107692      325.0               27.0            19.0            46.0
Payton   223.0  175.0   48.0     0.120603      398.0               25.0            20.0            45.0
Leslie   540.0  983.0  443.0     0.290873     1523.0               16.0            28.0            44.0
Taylor  1193.0  555.0  638.0     0.364989     1748.0               14.0            29.0            43.0
Pat      159.0  124.0   35.0     0.123675      283.0               23.0            17.0            40.0
Jamie   1008.0  423.0  585.0     0.408805     1431.0               11.0            27.0            38.0

 the top 100 suggested highly gender nuetral names in SD are 
 ['Kelly', 'Lynn', 'Peyton', 'Dana', 'Kerry', 'Payton', 'Leslie', 'Taylor', 'Pat', 'Jamie', 'Remington', 'Kim', 'Oakley', 'Sage', 'Marion', 'Skylar', 'Rowan', 'Charlie', 'Sidney', 'Sutton', 'Kasey', 'Laverne', 'Lennox', 'Finley', 'Leighton', 'Kendall', 'Teagan', 'Emerson', 'Fay', 'Justice']


CO
Sex          F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Riley   1986.0  1883.0   103.0     0.026622     3869.0               73.0            73.0           146.0
Quinn    795.0   906.0   111.0     0.065256     1701.0               65.0            67.0           132.0
Kerry    574.0   486.0    88.0     0.083019     1060.0               64.0            62.0           126.0
Kris     202.0   198.0     4.0     0.010000      400.0               74.0            49.0           123.0
Jaime    673.0   912.0   239.0     0.150789     1585.0               54.0            66.0           120.0
Pat      554.0   428.0   126.0     0.128310      982.0               57.0            60.0           117.0
Sidney   335.0   429.0    94.0     0.123037      764.0               58.0            56.0           114.0
Lennon    70.0    69.0     1.0     0.007194      139.0               75.0            36.0           111.0
Jordan  2984.0  5542.0  2558.0     0.300023     8526.0               34.0            77.0           111.0
Marion   650.0   431.0   219.0     0.202590     1081.0               48.0            63.0           111.0

 the top 100 suggested highly gender nuetral names in CO are 
 ['Riley', 'Quinn', 'Kerry', 'Kris', 'Jaime', 'Pat', 'Sidney', 'Lennon', 'Jordan', 'Marion', 'Oakley', 'Justice', 'Harley', 'Amari', 'Rene', 'Gale', 'Dakota', 'Jessie', 'Sage', 'Rowan', 'Landry', 'Taylor', 'Skyler', 'Peyton', 'Trinidad', 'Finley', 'Emerson', 'Sutton', 'Rian', 'Linden', 'Lynn', 'Baylor', 'Angel', 'Hollis', 'Remy', 'Ryley', 'Palmer', 'Leslie', 'Finnley', 'Salem', 'River', 'Lorin', 'Casey', 'Shia', 'Charley', 'Darrian', 'Phoenix', 'Austyn', 'Ali', 'Charlie', 'Devyn', 'Blair', 'Val', 'Unknown', 'Jaiden', 'Talyn', 'Kasey', 'Dakotah', 'Emory', 'Azariah', 'Jorden', 'Britt', 'Shea', 'Murphy', 'Kyrie', 'Torrey', 'Ellis', 'Reilly', 'Lennox', 'Jaydin', 'Tennyson', 'Denver', 'Jael', 'Anay', 'Camdyn', 'Bellamy', 'Carrol']


NH
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Riley    557.0   570.0   13.0     0.011535     1127.0               17.0            15.0            32.0
Terry    307.0   328.0   21.0     0.033071      635.0               16.0            12.0            28.0
Quinn    216.0   213.0    3.0     0.006993      429.0               18.0             9.0            27.0
Jordan   515.0  1041.0  526.0     0.338046     1556.0                9.0            17.0            26.0
Casey    351.0   472.0  121.0     0.147023      823.0               12.0            14.0            26.0
Baby     205.0   251.0   46.0     0.100877      456.0               13.0            10.0            23.0
Leslie   496.0   292.0  204.0     0.258883      788.0               10.0            13.0            23.0
Jamie    918.0   384.0  534.0     0.410138     1302.0                5.0            16.0            21.0
Taylor  1193.0   443.0  750.0     0.458435     1636.0                2.0            18.0            20.0
Finley    65.0    58.0    7.0     0.056911      123.0               15.0             4.0            19.0

 the top 100 suggested highly gender nuetral names in NH are 
 ['Riley', 'Terry', 'Quinn', 'Jordan', 'Casey', 'Baby', 'Leslie', 'Jamie', 'Taylor', 'Finley', 'Unknown', 'Rowan', 'River', 'Lee', 'Kerry', 'Emerson', 'Devan', 'Jody']


MS
Sex          F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Jackie  1732.0  1977.0   245.0     0.066056     3709.0               91.0            92.0           183.0
Aubrey  1223.0  1220.0     3.0     0.001228     2443.0               94.0            85.0           179.0
Jessie  7309.0  9572.0  2263.0     0.134056    16881.0               73.0           101.0           174.0
Marion  1453.0  1844.0   391.0     0.118593     3297.0               78.0            89.0           167.0
Riley    825.0   988.0   163.0     0.089906     1813.0               85.0            80.0           165.0
Payton   410.0   382.0    28.0     0.035354      792.0               92.0            72.0           164.0
Leslie  2605.0  1819.0   786.0     0.177667     4424.0               64.0            97.0           161.0
Amari    316.0   361.0    45.0     0.066470      677.0               90.0            68.0           158.0
Skyler   274.0   318.0    44.0     0.074324      592.0               89.0            67.0           156.0
Jonnie   217.0   225.0     8.0     0.018100      442.0               93.0            62.0           155.0

 the top 100 suggested highly gender nuetral names in MS are 
 ['Jackie', 'Aubrey', 'Jessie', 'Marion', 'Riley', 'Payton', 'Leslie', 'Amari', 'Skyler', 'Jonnie', 'Unknown', 'Johnnie', 'Frankie', 'Kendall', 'Casey', 'Jamie', 'Cleo', 'Francis', 'Avery', 'Alva', 'Billie', 'Maxie', 'Lynn', 'Vernell', 'Kristian', 'Emerson', 'Peyton', 'Ollie', 'Tracy', 'Lennon', 'Zion', 'Taylor', 'Ocie', 'Zyon', 'Elisha', 'Jaidyn', 'Phoenix', 'Oakley', 'Justice', 'Palmer', 'Landry', 'Jordan', 'Claudie', 'Dee', 'Sandy', 'Lacy', 'Jaylyn', 'Jodie', 'Earlie', 'Shelby', 'Devyn', 'Levern', 'Montez', 'Shannon', 'Kamari', 'Dakota', 'Climmie', 'Legacy', 'Kelly', 'Nakia', 'Harley', 'Stacy', 'Ivory', 'Kenyatta', 'Rowan', 'Ardell', 'Lynell', 'Ashten', 'Oddie', 'Unnamed', 'Sage', 'Dominique', 'Lannie', 'Pat', 'Demetric', 'River', 'Mckinley', 'Sherrill', 'Stephan', 'Royal', 'Cortney', 'Reese', 'Tatum', 'Armani', 'Lashawn', 'Jalyn', 'Demetri', 'Jordin', 'Osie', 'Denver', 'Lavell', 'Kris', 'Arlie', 'Ozzie', 'Lemmie', 'Deandra', 'Quinn', 'Marlo', 'Campbell', 'Nicky']


MD
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Dakota    715.0   765.0   50.0     0.033784     1480.0               78.0            75.0           153.0
Quinn     614.0   517.0   97.0     0.085765     1131.0               70.0            72.0           142.0
Noel      262.0   276.0   14.0     0.026022      538.0               79.0            61.0           140.0
Unknown   253.0   247.0    6.0     0.012000      500.0               80.0            60.0           140.0
Justice   302.0   272.0   30.0     0.052265      574.0               77.0            62.0           139.0
Skyler    382.0   323.0   59.0     0.083688      705.0               72.0            66.0           138.0
Phoenix   177.0   174.0    3.0     0.008547      351.0               81.0            55.0           136.0
Casey    1682.0  1102.0  580.0     0.208333     2784.0               54.0            80.0           134.0
Emerson   335.0   475.0  140.0     0.172840      810.0               62.0            69.0           131.0
Blair     338.0   267.0   71.0     0.117355      605.0               67.0            63.0           130.0

 the top 100 suggested highly gender nuetral names in MD are 
 ['Dakota', 'Quinn', 'Noel', 'Unknown', 'Justice', 'Skyler', 'Phoenix', 'Casey', 'Emerson', 'Blair', 'Jackie', 'Rowan', 'Avery', 'Angel', 'Riley', 'Terry', 'Elisha', 'Royal', 'Marion', 'Amari', 'Peyton', 'Amen', 'Baby', 'Kris', 'Jaylin', 'Jordan', 'Dominique', 'Child', 'Finley', 'Rian', 'Nana', 'Camdyn', 'River', 'Dominque', 'Ayomide', 'Kendall', 'Ollie', 'Charlie', 'Hayden', 'Armani', 'Kerry', 'Ellison', 'Briar', 'Kamil', 'Andra', 'Denver', 'Loren', 'Stevie', 'Monroe', 'Montana', 'Austyn', 'Reese', 'Storm', 'Samari', 'Chayse', 'Kristian', 'Semaj', 'Jan', 'Oluwadarasimi', 'Dereon', 'Kamdyn', 'Remy', 'Rory', 'Harley', 'Shiloh', 'Divine', 'Sage', 'Merle', 'Oakley', 'Azariah', 'Clarke', 'Name', 'Tru', 'Reilly', 'Rowen', 'Braylin', 'True', 'Jourdan', 'Khari', 'Page', 'Lindy', 'Damani', 'Jaedyn', 'Kimani', 'Kendell']


UT
Sex            F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Kim       1270.0  1325.0   55.0     0.021195     2595.0               60.0            59.0           119.0
Taylor    3236.0  3630.0  394.0     0.057384     6866.0               53.0            63.0           116.0
Kelly     2237.0  2882.0  645.0     0.126001     5119.0               46.0            62.0           108.0
Payton     701.0   636.0   65.0     0.048616     1337.0               56.0            52.0           108.0
Sidney     361.0   368.0    7.0     0.009602      729.0               61.0            44.0           105.0
Skylar     364.0   408.0   44.0     0.056995      772.0               54.0            46.0           100.0
Peyton     809.0   573.0  236.0     0.170767     1382.0               43.0            54.0            97.0
Quinn      537.0   825.0  288.0     0.211454     1362.0               38.0            53.0            91.0
Teagan     197.0   178.0   19.0     0.050667      375.0               55.0            34.0            89.0
Brighton   187.0   215.0   28.0     0.069652      402.0               52.0            35.0            87.0

 the top 100 suggested highly gender nuetral names in UT are 
 ['Kim', 'Taylor', 'Kelly', 'Payton', 'Sidney', 'Skylar', 'Peyton', 'Quinn', 'Teagan', 'Brighton', 'Tracy', 'Darian', 'Riley', 'Charlie', 'Kris', 'Shay', 'Kay', 'Finnley', 'Harley', 'Kendall', 'Ari', 'Justice', 'Jamey', 'Morgan', 'Marion', 'Quincy', 'Remy', 'Jaime', 'Rey', 'Dakota', 'Tru', 'Angel', 'Sage', 'Tatum', 'Finley', 'Rowan', 'Cedar', 'Corby', 'Kasey', 'Kacey', 'Tegan', 'Emerson', 'Reece', 'Campbell', 'Camdyn', 'Tristyn', 'Jody', 'Channing', 'Bentley', 'Phoenix', 'Lennon', 'River', 'Lennox', 'Jaiden', 'Palmer', 'Kamdyn', 'Rene', 'Dominique', 'Shea', 'Lyric', 'Hinckley', 'Amari', 'Kit']


LA
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Riley    1644.0  1462.0   182.0     0.058596     3106.0              103.0           102.0           205.0
Jessie   4600.0  5937.0  1337.0     0.126886    10537.0               88.0           117.0           205.0
Emery     446.0   420.0    26.0     0.030023      866.0              112.0            87.0           199.0
Casey    1860.0  2393.0   533.0     0.125323     4253.0               89.0           110.0           199.0
Unknown   373.0   390.0    17.0     0.022280      763.0              113.0            86.0           199.0
Pat       388.0   357.0    31.0     0.041611      745.0              108.0            85.0           193.0
Ivy       984.0   810.0   174.0     0.096990     1794.0               96.0            96.0           192.0
Payton    963.0   760.0   203.0     0.117818     1723.0               90.0            95.0           185.0
Frankie  1159.0   882.0   277.0     0.135718     2041.0               87.0            98.0           185.0
Robbie    642.0   512.0   130.0     0.112652     1154.0               91.0            93.0           184.0

 the top 100 suggested highly gender nuetral names in LA are 
 ['Riley', 'Jessie', 'Emery', 'Casey', 'Unknown', 'Pat', 'Ivy', 'Payton', 'Frankie', 'Robbie', 'Aubrey', 'Jackie', 'Lynn', 'Landry', 'Johnnie', 'Peyton', 'Skyler', 'Kristian', 'Reese', 'Raleigh', 'Karon', 'Audie', 'Collins', 'Devyn', 'Vernell', 'Emerson', 'Leighton', 'Avery', 'Stevie', 'Sutton', 'Elisha', 'Claudie', 'Ari', 'Marion', 'Tommie', 'Sage', 'Taylor', 'Leslie', 'Kendall', 'Shelby', 'Justice', 'Jourdan', 'Toi', 'Blair', 'Jamie', 'Austyn', 'Jaylin', 'Dominique', 'Tai', 'Semaj', 'Whitney', 'Briar', 'Anh', 'Aubry', 'Maxie', 'Darian', 'Palmer', 'Shannon', 'Denver', 'Dakota', 'Jodeci', 'Ryley', 'Waver', 'Phoenix', 'Jody', 'Kris', 'Lennon', 'Ali', 'Harley', 'Taylen', 'Bradlee', 'Khari', 'Kendal', 'Oakley', 'Quinn', 'Mckinley', 'Rowan', 'Tylar', 'Jovan', 'Zion', 'Darrian', 'Golden', 'Ocie', 'Sammie', 'Demetris', 'Baylor', 'Gianni', 'Shea', 'Dominque', 'Donzell', 'Alvie', 'Shanon', 'Jammie', 'Odie', 'Tatum', 'Loren', 'Germaine', 'River', 'Terrion', 'Kamdyn']


ME
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Leslie    716.0   807.0   91.0     0.059750     1523.0               17.0            18.0            35.0
Riley     471.0   551.0   80.0     0.078278     1022.0               15.0            17.0            32.0
Kerry     240.0   235.0    5.0     0.010526      475.0               19.0            13.0            32.0
Terry     727.0  1170.0  443.0     0.233527     1897.0               10.0            21.0            31.0
Quinn     175.0   183.0    8.0     0.022346      358.0               18.0            12.0            30.0
Casey     402.0   553.0  151.0     0.158115      955.0               13.0            16.0            29.0
Jamie    1106.0   590.0  516.0     0.304245     1696.0                7.0            20.0            27.0
Kendall   117.0   134.0   17.0     0.067729      251.0               16.0            11.0            27.0
Ali         5.0     5.0    0.0     0.000000       10.0               20.5             1.5            22.0
Baby        5.0     5.0    0.0     0.000000       10.0               20.5             1.5            22.0

 the top 100 suggested highly gender nuetral names in ME are 
 ['Leslie', 'Riley', 'Kerry', 'Terry', 'Quinn', 'Casey', 'Jamie', 'Kendall', 'Ali', 'Baby', 'Finley', 'Skyler', 'Avery', 'Jordan', 'Rowan', 'Jody', 'Theo', 'Jaiden', 'Emerson', 'Kris', 'Infant']


WI
Sex             F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                       
Angel      1218.0  1482.0  264.0     0.097778     2700.0               61.0            70.0           131.0
Leslie     2817.0  2147.0  670.0     0.134972     4964.0               54.0            75.0           129.0
Gale        479.0   456.0   23.0     0.024599      935.0               70.0            56.0           126.0
Quinn       853.0  1070.0  217.0     0.112845     1923.0               57.0            66.0           123.0
Emery       290.0   294.0    4.0     0.006849      584.0               72.0            49.0           121.0
Finley      390.0   456.0   66.0     0.078014      846.0               65.0            54.0           119.0
Emerson     381.0   355.0   26.0     0.035326      736.0               68.0            51.0           119.0
Dominique   499.0   416.0   83.0     0.090710      915.0               64.0            55.0           119.0
Peyton     1219.0   857.0  362.0     0.174374     2076.0               48.0            68.0           116.0
Kerry      1385.0   929.0  456.0     0.197061     2314.0               46.0            69.0           115.0

 the top 100 suggested highly gender nuetral names in WI are 
 ['Angel', 'Leslie', 'Gale', 'Quinn', 'Emery', 'Finley', 'Emerson', 'Dominique', 'Peyton', 'Kerry', 'Riley', 'Unnamed', 'Laverne', 'Lennon', 'Justice', 'Blair', 'Elisha', 'Marlyn', 'Avery', 'Payton', 'Amari', 'Skyler', 'Pat', 'Rowan', 'Jamie', 'Emory', 'Casey', 'Jan', 'Kris', 'Shea', 'Lennox', 'Reese', 'Kendall', 'Taylor', 'Kasey', 'Baily', 'Cher', 'Kalin', 'Luverne', 'Reilly', 'Jessie', 'Devyn', 'River', 'Frankie', 'Ali', 'Jaylin', 'Chayse', 'Blayke', 'Everest', 'Ardell', 'Sidney', 'Shay', 'Jaiden', 'Briar', 'Jaedyn', 'Carey', 'Phoenix', 'Jaime', 'Carrol', 'Sage', 'Ashtyn', 'Teegan', 'Noel', 'Jadin', 'Romaine', 'Harlyn', 'Remy', 'London', 'Darian', 'Dominque', 'Harlow', 'Codi', 'Tegan', 'Oakley', 'Lucca', 'De', 'Dusty']


NJ
Sex          F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Terry   2451.0  2431.0    20.0     0.004097     4882.0               64.0            65.0           129.0
Dakota   542.0   519.0    23.0     0.021678     1061.0               60.0            52.0           112.0
Quinn    838.0   779.0    59.0     0.036487     1617.0               55.0            56.0           111.0
Jan      821.0   761.0    60.0     0.037927     1582.0               54.0            55.0           109.0
Milan    297.0   313.0    16.0     0.026230      610.0               59.0            47.0           106.0
Blair    307.0   327.0    20.0     0.031546      634.0               56.0            48.0           104.0
Carmen  3557.0  2411.0  1146.0     0.192024     5968.0               37.0            67.0           104.0
Ariel   1357.0  1051.0   306.0     0.127076     2408.0               45.0            58.0           103.0
Armani   241.0   255.0    14.0     0.028226      496.0               57.0            45.0           102.0
Rene     486.0   565.0    79.0     0.075167     1051.0               51.0            51.0           102.0

 the top 100 suggested highly gender nuetral names in NJ are 
 ['Terry', 'Dakota', 'Quinn', 'Jan', 'Milan', 'Blair', 'Carmen', 'Ariel', 'Armani', 'Rene', 'Kris', 'Pat', 'Casey', 'Elisha', 'Devon', 'Jaime', 'Dale', 'Krishna', 'Emerson', 'Skyler', 'Jaidyn', 'Jaylin', 'Lee', 'Lennon', 'Finley', 'Phoenix', 'Remy', 'Rowan', 'Nicola', 'Kenyatta', 'Jordan', 'Emery', 'Hayden', 'Ollie', 'Tal', 'Khamani', 'Toby', 'Devan', 'Jaquay', 'Germaine', 'Avery', 'Riley', 'Noel', 'Carey', 'Jullian', 'Mina', 'Reilly', 'Sherron', 'Alexi', 'Baby', 'Dallas', 'River', 'Shea', 'Jael', 'Chayse', 'Stevie', 'Michal', 'Chandler', 'Gerry', 'Remington', 'Lashawn', 'Legacy', 'Lindy', 'Emory', 'Shay', 'Azariah', 'Royal', 'Reign']


AR
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Jessie   4373.0  4449.0   76.0     0.008615     8822.0               96.0           103.0           199.0
Riley    1059.0  1045.0   14.0     0.006654     2104.0               97.0            91.0           188.0
Cleo      833.0   721.0  112.0     0.072072     1554.0               89.0            84.0           173.0
Johnnie  2273.0  3266.0  993.0     0.179274     5539.0               72.0           101.0           173.0
Payton    689.0   593.0   96.0     0.074883     1282.0               88.0            80.0           168.0
Unknown   335.0   343.0    8.0     0.011799      678.0               95.0            72.0           167.0
Lynn      612.0   764.0  152.0     0.110465     1376.0               84.0            82.0           166.0
Francis   937.0   738.0  199.0     0.118806     1675.0               80.0            85.0           165.0
Peyton    763.0  1017.0  254.0     0.142697     1780.0               77.0            86.0           163.0
Aubrey   1224.0   864.0  360.0     0.172414     2088.0               73.0            90.0           163.0

 the top 100 suggested highly gender nuetral names in AR are 
 ['Jessie', 'Riley', 'Cleo', 'Johnnie', 'Payton', 'Unknown', 'Lynn', 'Francis', 'Peyton', 'Aubrey', 'Marion', 'Justice', 'Casey', 'Angel', 'Frankie', 'Leslie', 'Jackie', 'Loren', 'Tommie', 'Baby', 'Mckinley', 'Skyler', 'Gale', 'Dee', 'Willie', 'Ashton', 'Kristian', 'Kendall', 'Jordan', 'Pat', 'Odie', 'Taylor', 'Carey', 'Harley', 'Elisha', 'Tracy', 'Sutton', 'Aubry', 'Ardell', 'Claudie', 'Lavon', 'Shannon', 'Maxie', 'Darian', 'Oakley', 'Billie', 'Lennox', 'Quinn', 'Phoenix', 'Amari', 'Raleigh', 'Arlee', 'Finnley', 'Antonia', 'Carmon', 'Kerry', 'Avery', 'Jaylin', 'Remy', 'Landry', 'Channing', 'Loise', 'Jaylyn', 'Oval', 'Rowan', 'Ivory', 'Austyn', 'Finley', 'Micah', 'Vernie', 'Sammie', 'Merle', 'Argie', 'Dominique', 'Ali', 'Ozell', 'Ozie', 'Emerson', 'Fay', 'Emory', 'Ocie', 'Ossie', 'Reese', 'Leighton', 'Jaiden', 'Jaime', 'Kamdyn', 'Nakia', 'Kamari', 'Oaklee', 'Lindy', 'Montana', 'Carsyn', 'Campbell', 'Kingsley', 'Beryl', 'Sage', 'Andra', 'Armani', 'Sherrill']


NY
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Jaime    4348.0  4181.0  167.0     0.019580     8529.0              174.0           185.0           359.0
Jan      2477.0  2436.0   41.0     0.008345     4913.0              176.0           180.0           356.0
Quinn    1795.0  1809.0   14.0     0.003885     3604.0              179.0           174.0           353.0
Ariel    4665.0  4261.0  404.0     0.045261     8926.0              163.0           187.0           350.0
Casey    4648.0  4064.0  584.0     0.067034     8712.0              157.0           186.0           343.0
Skyler   1280.0  1389.0  109.0     0.040839     2669.0              166.0           169.0           335.0
Pat      1671.0  1896.0  225.0     0.063078     3567.0              159.0           173.0           332.0
Laverne  1214.0  1062.0  152.0     0.066784     2276.0              158.0           168.0           326.0
Carey     525.0   556.0   31.0     0.028677     1081.0              170.0           149.0           319.0
Milan     618.0   679.0   61.0     0.047032     1297.0              162.0           155.0           317.0

 the top 100 suggested highly gender nuetral names in NY are 
 ['Jaime', 'Jan', 'Quinn', 'Ariel', 'Casey', 'Skyler', 'Pat', 'Laverne', 'Carey', 'Milan', 'Elisha', 'Finley', 'Tenzin', 'Blair', 'Nicola', 'Harley', 'Shea', 'Phoenix', 'Hollis', 'Stevie', 'Loren', 'Jaylin', 'Dakota', 'Merle', 'Avery', 'Terry', 'Shiloh', 'Devyn', 'Emery', 'Jordin', 'Rene', 'Yuri', 'Jaidyn', 'Rowan', 'Riley', 'Sunny', 'Jourdan', 'Jael', 'Reilly', 'Kendall', 'Remy', 'Emerson', 'Kris', 'Shay', 'Paris', 'Leighton', 'Kiran', 'Alexi', 'Dior', 'Lexington', 'Ollie', 'Samar', 'Kamani', 'Andi', 'Azariah', 'Lee', 'Jackie', 'Santana', 'Tai', 'Unique', 'Peyton', 'Sage', 'Leslie', 'Lennon', 'Carroll', 'Gal', 'Ronnie', 'Wen', 'Yu', 'Arden', 'Kareen', 'Lian', 'Jullian', 'Jaspreet', 'Jamie', 'Harpreet', 'Ryley', 'Zi', 'Campbell', 'Jessy', 'Adama', 'Karan', 'Tal', 'Jadyn', 'Dakotah', 'Jaedyn', 'Nikita', 'Amari', 'Amandeep', 'Lavern', 'Aven', 'Jia', 'Kerry', 'Shaune', 'Nuri', 'Payson', 'Chevy', 'Dru', 'Schyler', 'Eliyah']


MT
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Leslie   932.0   830.0  102.0     0.057889     1762.0               32.0            34.0            66.0
Pat      246.0   223.0   23.0     0.049041      469.0               34.0            26.0            60.0
Kelly   1526.0   930.0  596.0     0.242671     2456.0               22.0            35.0            57.0
Taylor  1030.0   677.0  353.0     0.206796     1707.0               23.0            33.0            56.0
Peyton   245.0   196.0   49.0     0.111111      441.0               29.5            25.0            54.5
Harley    76.0    75.0    1.0     0.006623      151.0               35.0            17.0            52.0
Payton   234.0   171.0   63.0     0.155556      405.0               26.0            24.0            50.0
Quinn    142.0   180.0   38.0     0.118012      322.0               28.0            22.0            50.0
Kerry    220.0   159.0   61.0     0.160950      379.0               24.0            23.0            47.0
Jordan   542.0  1124.0  582.0     0.349340     1666.0               14.0            32.0            46.0

 the top 100 suggested highly gender nuetral names in MT are 
 ['Leslie', 'Pat', 'Kelly', 'Taylor', 'Peyton', 'Harley', 'Payton', 'Quinn', 'Kerry', 'Jordan', 'Remington', 'Kasey', 'Dana', 'Riley', 'Sage', 'Finley', 'Charlie', 'Kris', 'Lynn', 'Rowan', 'Hayden', 'River', 'Jamey', 'Skylar', 'Avery', 'Baby', 'Teagan', 'Phoenix', 'Justice', 'Austyn', 'Remy', 'Oakley', 'Carey', 'Jayme', 'Lindy']


OK
Sex             F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                        
Angel      1429.0  1361.0    68.0     0.024373     2790.0              103.0            98.0           201.0
Frankie    1412.0  1225.0   187.0     0.070914     2637.0               97.0            97.0           194.0
Lynn        992.0  1158.0   166.0     0.077209     2150.0               94.0            94.0           188.0
Riley      1421.0  1816.0   395.0     0.122027     3237.0               84.0           100.0           184.0
Tommie      712.0   837.0   125.0     0.080697     1549.0               92.0            88.0           180.0
Justice     325.0   308.0    17.0     0.026856      633.0              102.0            72.0           174.0
Leslie     3750.0  2498.0  1252.0     0.200384     6248.0               69.0           105.0           174.0
Jessie     3592.0  2344.0  1248.0     0.210243     5936.0               68.0           104.0           172.0
Dominique   283.0   312.0    29.0     0.048739      595.0               99.0            71.0           170.0
Kendall     705.0   930.0   225.0     0.137615     1635.0               80.0            89.0           169.0

 the top 100 suggested highly gender nuetral names in OK are 
 ['Angel', 'Frankie', 'Lynn', 'Riley', 'Tommie', 'Justice', 'Leslie', 'Jessie', 'Dominique', 'Kendall', 'Sammie', 'Cleo', 'Jackie', 'Pat', 'Jaiden', 'Landry', 'Casey', 'Peyton', 'Willie', 'Jaime', 'Sutton', 'Jordan', 'Unknown', 'Ashton', 'Oakley', 'Kerry', 'Jody', 'Darian', 'Montana', 'Elisha', 'Emerson', 'Gale', 'Jaylin', 'Camdyn', 'Johnnie', 'Payton', 'Kelly', 'Ali', 'Devyn', 'Taylor', 'Carey', 'Kamdyn', 'Remington', 'Tracy', 'Payden', 'Dee', 'Armani', 'Harley', 'Baby', 'Audie', 'Skylar', 'Francis', 'Emory', 'Beryl', 'Robbie', 'Skyler', 'Rowan', 'Kaedyn', 'Ever', 'Marion', 'Gerry', 'Rebel', 'Phoenix', 'River', 'Lavern', 'Myrl', 'Laramie', 'Jaden', 'Austyn', 'Darrian', 'Merritt', 'Kris', 'Emery', 'Nakia', 'Quinn', 'Kendal', 'Lindy', 'Arrow', 'Sage', 'Lakota', 'Vernie', 'Merle', 'Stevie', 'Reese', 'Tegan', 'Chandler', 'Lennox', 'Channing', 'Kylin', 'Tory', 'Elliot', 'Carrol', 'Teegan', 'Bellamy', 'Leighton', 'Finley', 'Ryley', 'Kristian', 'Karsen', 'Laken']


MA
Sex          F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Lee     2239.0  3064.0   825.0     0.155572     5303.0               44.0            51.0            95.0
Terry   1271.0  1073.0   198.0     0.084471     2344.0               47.0            46.0            93.0
Casey   2279.0  1584.0   695.0     0.179912     3863.0               41.0            50.0            91.0
Quinn    877.0  1040.0   163.0     0.085029     1917.0               46.0            44.0            90.0
Dakota   469.0   511.0    42.0     0.042857      980.0               49.0            39.0            88.0
Shea     355.0   342.0    13.0     0.018651      697.0               51.0            36.0            87.0
Emery    200.0   200.0     0.0     0.000000      400.0               53.0            32.0            85.0
Finley   190.0   183.0     7.0     0.018767      373.0               50.0            30.0            80.0
Riley   2431.0  1331.0  1100.0     0.292398     3762.0               30.0            49.0            79.0
Dale    1147.0  2170.0  1023.0     0.308411     3317.0               26.0            48.0            74.0

 the top 100 suggested highly gender nuetral names in MA are 
 ['Lee', 'Terry', 'Casey', 'Quinn', 'Dakota', 'Shea', 'Emery', 'Finley', 'Riley', 'Dale', 'Jan', 'Rowan', 'Emerson', 'Jamie', 'Ariel', 'Amari', 'Harley', 'Reilly', 'Azariah', 'Blair', 'Devon', 'Skyler', 'Devyn', 'Loren', 'Kris', 'Jordan', 'Jaime', 'Merle', 'Toby', 'Carmen', 'Dana', 'Sunny', 'Lorin', 'Barrie', 'Campbell', 'Hayden', 'Dominque', 'River', 'Devan', 'Shay', 'Lennon', 'Ryley', 'Amani', 'London', 'Milan', 'Phoenix', 'Tenzin', 'Jaidyn', 'Daniele', 'Tiernan', 'Jaylin', 'Nicola', 'Stevie', 'Camdyn']


NM
Sex             F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                        
Jessie      750.0   667.0    83.0     0.058574     1417.0               34.0            29.0            63.0
Riley       424.0   365.0    59.0     0.074778      789.0               33.0            25.0            58.0
Jackie      597.0   405.0   192.0     0.191617     1002.0               24.0            27.0            51.0
Jody        193.0   164.0    29.0     0.081232      357.0               31.0            18.0            49.0
Angel      1154.0  2335.0  1181.0     0.338492     3489.0               13.0            34.0            47.0
Trinidad    131.0   110.0    21.0     0.087137      241.0               30.0            15.0            45.0
Justice      80.0    68.0    12.0     0.081081      148.0               32.0            10.0            42.0
Taylor     1322.0   553.0   769.0     0.410133     1875.0               11.0            31.0            42.0
Jordan      915.0  2228.0  1313.0     0.417754     3143.0                9.0            33.0            42.0
Guadalupe  1128.0   470.0   658.0     0.411765     1598.0               10.0            30.0            40.0

 the top 100 suggested highly gender nuetral names in NM are 
 ['Jessie', 'Riley', 'Jackie', 'Jody', 'Angel', 'Trinidad', 'Justice', 'Taylor', 'Jordan', 'Guadalupe', 'Terry', 'Dakota', 'Rene', 'Rowan', 'Quinn', 'Kerry', 'Avery', 'Marion', 'Kendall', 'Darian', 'Natividad', 'Stevie', 'Finley', 'Casey', 'Peyton', 'Pat', 'Reese', 'Hayden', 'Sidney', 'Lynn', 'Azariah', 'Harley', 'Shea', 'Amari']


WY
Sex         F      M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                  
Kelly   786.0  447.0  339.0     0.274939     1233.0               14.0            18.0            32.0
Riley   181.0  306.0  125.0     0.256674      487.0               15.0            14.0            29.0
Leslie  479.0  237.0  242.0     0.337989      716.0               11.0            15.0            26.0
Jordan  301.0  640.0  339.0     0.360255      941.0                9.0            16.0            25.0
Kerry    54.0   46.0    8.0     0.080000      100.0               17.0             8.0            25.0
Taylor  673.0  298.0  375.0     0.386200      971.0                6.0            17.0            23.0
Lynn    238.0  115.0  123.0     0.348442      353.0               10.0            13.0            23.0
Sidney    6.0    6.0    0.0     0.000000       12.0               18.0             2.0            20.0
Peyton  135.0   60.0   75.0     0.384615      195.0                7.0            12.0            19.0
Sawyer   51.0  112.0   61.0     0.374233      163.0                8.0            10.0            18.0

 the top 100 suggested highly gender nuetral names in WY are 
 ['Kelly', 'Riley', 'Leslie', 'Jordan', 'Kerry', 'Taylor', 'Lynn', 'Sidney', 'Peyton', 'Sawyer', 'Remington', 'Emerson', 'River', 'Payton', 'Angel', 'Pat', 'Quinn', 'Dee']


OH
Sex          F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Gale     941.0   950.0     9.0     0.004759     1891.0              144.0           131.0           275.0
Kerry   1909.0  1718.0   191.0     0.052661     3627.0              133.0           142.0           275.0
Kris     660.0   635.0    25.0     0.019305     1295.0              142.0           125.0           267.0
Marion  4041.0  3234.0   807.0     0.110928     7275.0              117.0           148.0           265.0
Quinn   1686.0  1336.0   350.0     0.115817     3022.0              116.0           139.0           255.0
Casey   3187.0  4563.0  1376.0     0.177548     7750.0              100.0           150.0           250.0
Blair    537.0   455.0    82.0     0.082661      992.0              127.0           119.0           246.0
Gerry    387.0   456.0    69.0     0.081851      843.0              128.0           114.0           242.0
Armani   278.0   306.0    28.0     0.047945      584.0              135.0           107.0           242.0
Emery    781.0  1016.0   235.0     0.130774     1797.0              111.0           130.0           241.0

 the top 100 suggested highly gender nuetral names in OH are 
 ['Gale', 'Kerry', 'Kris', 'Marion', 'Quinn', 'Casey', 'Blair', 'Gerry', 'Armani', 'Emery', 'Baby', 'Justice', 'Ora', 'Skyler', 'Carey', 'Amari', 'Lennon', 'Emerson', 'Devyn', 'Sidney', 'Lashawn', 'Riley', 'Remy', 'Shea', 'Peyton', 'Dominique', 'Ollie', 'Unknown', 'Carsyn', 'Sage', 'Phoenix', 'Finley', 'Rowan', 'Charley', 'Jackie', 'Jan', 'Oakley', 'Frankie', 'Tory', 'Dana', 'Carrol', 'Lavon', 'Cris', 'Kamari', 'Elisha', 'Landry', 'Noel', 'Jaylin', 'Harley', 'Dusty', 'Codi', 'Darian', 'Leslie', 'Jessie', 'Pat', 'Ryley', 'River', 'Azariah', 'Linn', 'Rian', 'Tru', 'Lennox', 'Reilly', 'Salem', 'Kendall', 'Avery', 'Hollis', 'Palmer', 'Devan', 'Parris', 'Jaidyn', 'Ali', 'Taylen', 'Arion', 'Jordan', 'Reese', 'Teegan', 'Ricki', 'Jamie', 'Emari', 'Vashon', 'Johann', 'Tobie', 'Baily', 'Cashmere', 'Mykah', 'Torey', 'Charlie', 'Leighton', 'Remington', 'Jaedyn', 'Jodeci', 'Stevie', 'Murphy', 'Caidyn', 'Monroe', 'Tristyn', 'Camdyn', 'Kasey', 'Carlin']


OR
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Unknown   502.0   548.0    46.0     0.043810     1050.0               63.0            55.0           118.0
Riley    1294.0  1841.0   547.0     0.174482     3135.0               50.0            67.0           117.0
Quinn     523.0   657.0   134.0     0.113559     1180.0               57.0            59.0           116.0
Jaime     616.0   474.0   142.0     0.130275     1090.0               56.0            56.0           112.0
Taylor   3596.0  2137.0  1459.0     0.254492     5733.0               39.0            69.0           108.0
Emerson   223.0   207.0    16.0     0.037209      430.0               66.0            42.0           108.0
Kasey     248.0   228.0    20.0     0.042017      476.0               64.0            43.0           107.0
Finley    276.0   245.0    31.0     0.059501      521.0               62.0            44.0           106.0
Kerry     453.0   688.0   235.0     0.205960     1141.0               48.0            57.0           105.0
Skylar    431.0   316.0   115.0     0.153949      747.0               51.0            51.0           102.0

 the top 100 suggested highly gender nuetral names in OR are 
 ['Unknown', 'Riley', 'Quinn', 'Jaime', 'Taylor', 'Emerson', 'Kasey', 'Finley', 'Kerry', 'Skylar', 'Sage', 'Sidney', 'Carey', 'Pat', 'Justice', 'Harley', 'Peyton', 'Lennon', 'Kelly', 'Remy', 'Lynn', 'Marion', 'Rowan', 'Campbell', 'Elisha', 'Darian', 'Leslie', 'Shea', 'Gale', 'Avery', 'Payton', 'Charlie', 'Kyrie', 'Blair', 'Jessie', 'Morgan', 'Payson', 'Val', 'Angel', 'Lyric', 'Phoenix', 'Dakota', 'Frankie', 'Dusty', 'Oakley', 'Tristyn', 'Nikita', 'Amari', 'Reese', 'Jaiden', 'Arrow', 'Kris', 'River', 'London', 'Dominique', 'Devyn', 'Channing', 'Rene', 'Kodi', 'Reilly', 'Sky', 'Briar', 'Ali', 'Shay', 'Ocean', 'Jaydin', 'Bowie', 'Emory', 'Lennox', 'Arden']


NV
Sex          F      M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                   
Riley    815.0  612.0  203.0     0.142256     1427.0               35.0            44.0            79.0
Quinn    229.0  203.0   26.0     0.060185      432.0               39.0            35.0            74.0
Justice  124.0  132.0    8.0     0.031250      256.0               40.0            32.0            72.0
Charlie  122.0  165.0   43.0     0.149826      287.0               34.0            34.0            68.0
Jessie   186.0  278.0   92.0     0.198276      464.0               31.0            36.5            67.5
Unknown   78.0   89.0   11.0     0.065868      167.0               38.0            26.0            64.0
Skyler   198.0  386.0  188.0     0.321918      584.0               21.0            38.0            59.0
Dakota   266.0  572.0  306.0     0.365155      838.0               18.0            41.0            59.0
Emerson   71.0   52.0   19.0     0.154472      123.0               33.0            25.0            58.0
Jaime    198.0  415.0  217.0     0.353997      613.0               19.0            39.0            58.0

 the top 100 suggested highly gender nuetral names in NV are 
 ['Riley', 'Quinn', 'Justice', 'Charlie', 'Jessie', 'Unknown', 'Skyler', 'Dakota', 'Emerson', 'Jaime', 'Harley', 'Devyn', 'Elisha', 'Austyn', 'Peyton', 'River', 'Casey', 'Lennox', 'Dusty', 'Avery', 'Rowan', 'Baby', 'Milan', 'Kerry', 'Pat', 'Reese', 'Remy', 'Payton', 'Darian', 'Ocean', 'Jael', 'Lennon', 'Armani', 'Kasey', 'Phoenix', 'Shiloh', 'Amari', 'Jaylin', 'Frankie', 'Reign', 'Blair', 'Kalani', 'Jaeden', 'Marion']


TX
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Jackie   8233.0  7933.0   300.0     0.018557    16166.0              299.0           320.0           619.0
Francis  3655.0  3683.0    28.0     0.003816     7338.0              312.0           306.0           618.0
Skyler   2026.0  2064.0    38.0     0.009291     4090.0              309.0           293.0           602.0
Infant   3085.0  3349.0   264.0     0.041032     6434.0              290.0           301.0           591.0
Harley   2417.0  2273.0   144.0     0.030704     4690.0              294.0           296.0           590.0
Pat      2547.0  2744.0   197.0     0.037233     5291.0              291.0           298.0           589.0
Frankie  4247.0  3760.0   487.0     0.060822     8007.0              276.0           310.0           586.0
Justice  1281.0  1237.0    44.0     0.017474     2518.0              303.0           283.0           586.0
Tommie   4007.0  3526.0   481.0     0.063852     7533.0              275.0           308.0           583.0
Riley    7595.0  6337.0  1258.0     0.090296    13932.0              258.0           317.0           575.0

 the top 100 suggested highly gender nuetral names in TX are 
 ['Jackie', 'Francis', 'Skyler', 'Infant', 'Harley', 'Pat', 'Frankie', 'Justice', 'Tommie', 'Riley', 'Emory', 'Johnnie', 'Armani', 'Jessie', 'Marion', 'Lynn', 'Stevie', 'Nieves', 'Ivory', 'Trinidad', 'Landry', 'Unknown', 'Guadalupe', 'Claudie', 'Baby', 'Quinn', 'Lennon', 'Sammie', 'Devyn', 'Gentry', 'Sutton', 'Kamdyn', 'Peyton', 'Austyn', 'Amari', 'Casey', 'Loren', 'Reilly', 'Jael', 'Elisha', 'Dominque', 'Rian', 'Brighton', 'Palmer', 'Christan', 'Rowan', 'Dominique', 'Emerson', 'Jaylin', 'Ricki', 'Unnamed', 'Natividad', 'Tristyn', 'Briar', 'Azariah', 'Oakley', 'Kylin', 'Kamari', 'Karsen', 'Campbell', 'Kylar', 'Krishna', 'Montana', 'Willie', 'Salome', 'Ryley', 'Phoenix', 'Jody', 'Remy', 'Laramie', 'Channing', 'Taylen', 'Jaidyn', 'Lupe', 'Codie', 'Ocean', 'Camdyn', 'Sage', 'Payton', 'Jules', 'Linden', 'Iran', 'Burnice', 'Alva', 'Ridley', 'Jaedyn', 'Ollie', 'Taylor', 'Carey', 'Milan', 'Leighton', 'Rebel', 'Infantof', 'Raleigh', 'Shea', 'Dakota', 'Oluwanifemi', 'Erie', 'Anay', 'Kiran']


TN
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Jessie   5226.0  4860.0  366.0     0.036288    10086.0              119.0           129.0           248.0
Riley    2548.0  2406.0  142.0     0.028664     4954.0              121.0           121.0           242.0
Marion   2027.0  2026.0    1.0     0.000247     4053.0              125.0           115.0           240.0
Johnnie  2962.0  3480.0  518.0     0.080410     6442.0              109.0           122.0           231.0
Justice   420.0   427.0    7.0     0.008264      847.0              124.0            93.0           217.0
Casey    1940.0  2456.0  516.0     0.117379     4396.0               95.0           119.0           214.0
Lynn     1277.0  1566.0  289.0     0.101653     2843.0              101.0           112.0           213.0
Unknown   671.0   566.0  105.0     0.084883     1237.0              107.0            99.0           206.0
Harley    913.0  1162.0  249.0     0.120000     2075.0               94.0           107.0           201.0
Elisha    354.0   311.0   43.0     0.064662      665.0              112.0            88.0           200.0

 the top 100 suggested highly gender nuetral names in TN are 
 ['Jessie', 'Riley', 'Marion', 'Johnnie', 'Justice', 'Casey', 'Lynn', 'Unknown', 'Harley', 'Elisha', 'Ali', 'Peyton', 'Avery', 'Pat', 'Amari', 'Emerson', 'Francis', 'Tommie', 'Dorris', 'Ivory', 'Kirby', 'Frankie', 'Kendall', 'Kristian', 'Palmer', 'Willie', 'Quinn', 'Payton', 'Leslie', 'Aubrey', 'Lennon', 'Remy', 'Emory', 'Sherrill', 'Kamari', 'Jackie', 'Armani', 'Rhea', 'Codie', 'Rowan', 'Dominique', 'Andra', 'Ramsey', 'Tracy', 'Jamie', 'Finley', 'Channing', 'Dee', 'Skyler', 'Taylor', 'Jaedyn', 'Ashton', 'Sutton', 'Angel', 'Gale', 'Billie', 'Devyn', 'Mikah', 'Aubry', 'Sammie', 'Montie', 'Brighton', 'Landry', 'Jordan', 'Austyn', 'Carey', 'Shannon', 'Campbell', 'Everest', 'Mackie', 'Rebel', 'Jammie', 'Jaylin', 'Cortney', 'Crimson', 'Sage', 'Phoenix', 'Ollie', 'Infant', 'Charleston', 'Claudie', 'Jody', 'Skylar', 'Reese', 'Beryl', 'Charley', 'Earlie', 'Kodi', 'Artis', 'Ardell', 'Camari', 'Reilly', 'Raleigh', 'Kerry', 'Maxie', 'Jaidyn', 'Darian', 'Ryley', 'Marlo', 'Alva']


AZ
Sex            F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Riley     2121.0  1612.0  509.0     0.136351     3733.0               68.0            79.0           147.0
Notnamed   642.0   721.0   79.0     0.057960     1363.0               75.0            70.0           145.0
Quinn      668.0   530.0  138.0     0.115192     1198.0               70.0            66.0           136.0
Justice    268.0   279.0   11.0     0.020110      547.0               78.0            56.0           134.0
Harley     474.0   358.0  116.0     0.139423      832.0               67.0            64.0           131.0
Jessie    1476.0   917.0  559.0     0.233598     2393.0               57.0            73.0           130.0
Dakota     697.0  1187.0  490.0     0.260085     1884.0               52.0            71.0           123.0
Charley    129.0   140.0   11.0     0.040892      269.0               77.0            44.0           121.0
Pat        294.0   197.0   97.0     0.197556      491.0               60.0            53.0           113.0
Elisha     140.0   108.0   32.0     0.129032      248.0               69.0            43.0           112.0

 the top 100 suggested highly gender nuetral names in AZ are 
 ['Riley', 'Notnamed', 'Quinn', 'Justice', 'Harley', 'Jessie', 'Dakota', 'Charley', 'Pat', 'Elisha', 'Rowan', 'Emerson', 'Lennon', 'Kerry', 'Milan', 'Trinidad', 'Marion', 'Santana', 'Remy', 'Casey', 'Devyn', 'Amari', 'Jordan', 'Rian', 'Sage', 'Skylar', 'Peyton', 'Oakley', 'Sidney', 'Finley', 'Terry', 'Taylor', 'Avery', 'Jaime', 'Jackie', 'Palmer', 'Jaiden', 'Kamdyn', 'Kodi', 'Everest', 'Austyn', 'Kris', 'Phoenix', 'Hayden', 'Osiris', 'Remington', 'Rio', 'Leighton', 'Kasey', 'Jody', 'Azariah', 'Dusty', 'Skyler', 'Emery', 'Ryley', 'Bellamy', 'Scottie', 'Dominique', 'Landry', 'Kyrie', 'Reign', 'Lennox', 'River', 'Emory', 'Lyric', 'Devan', 'Brighton', 'Aven', 'Unknown', 'Britton', 'Reilly', 'Jourdan', 'Mykel', 'Camdyn', 'Tommie', 'Shay', 'Haiden', 'Gale', 'Sky', 'Teegan', 'Kamari']


MN
Sex            F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Leslie    2899.0  2792.0  107.0     0.018802     5691.0               84.0            85.0           169.0
Kerry      976.0   924.0   52.0     0.027368     1900.0               83.0            77.0           160.0
Angel      984.0   914.0   70.0     0.036881     1898.0               81.0            76.0           157.0
Quinn     1128.0   913.0  215.0     0.105341     2041.0               70.0            78.0           148.0
Peyton    1371.0   959.0  412.0     0.176824     2330.0               61.0            80.0           141.0
Pat        772.0   571.0  201.0     0.149665     1343.0               64.0            72.0           136.0
Justice    187.0   202.0   15.0     0.038560      389.0               80.0            55.0           135.0
Finley     427.0   344.0   83.0     0.107652      771.0               68.0            65.0           133.0
Emery      323.0   263.0   60.0     0.102389      586.0               71.0            61.0           132.0
Leighton   182.0   208.0   26.0     0.066667      390.0               75.0            56.0           131.0

 the top 100 suggested highly gender nuetral names in MN are 
 ['Leslie', 'Kerry', 'Angel', 'Quinn', 'Peyton', 'Pat', 'Justice', 'Finley', 'Emery', 'Leighton', 'Ali', 'Emerson', 'Devyn', 'Gale', 'Lennon', 'Laverne', 'Jamie', 'Riley', 'Taylor', 'Skyler', 'Luverne', 'Blair', 'Casey', 'Shea', 'Amari', 'Reese', 'Darby', 'Kris', 'Rowan', 'Unknown', 'Elisha', 'Azariah', 'Sidney', 'Jaiden', 'Darian', 'Payton', 'River', 'Sage', 'Tenzin', 'Reilly', 'Dana', 'Kao', 'Sutton', 'Bellamy', 'Avery', 'Seng', 'Jaydin', 'Dakotah', 'Baby', 'Marlo', 'Dakota', 'Hayden', 'Shay', 'Oakley', 'Landry', 'Ardell', 'Salem', 'Hartley', 'Kasey', 'Carey', 'Jaylin', 'Lennox', 'Ramsey', 'Jessy', 'Phoenix', 'Briar', 'Dominique', 'Jayme', 'Amen', 'Teegan', 'Remy', 'Marlowe', 'Shiloh', 'Carrol', 'Cedar', 'Monroe', 'Camdyn', 'Ryley', 'Shoua', 'Carsyn', 'Reign', 'Emory', 'Austyn', 'Celestine', 'Sky', 'Chee', 'Rylin']


WA
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Jaime    1031.0   987.0    44.0     0.021804     2018.0               88.0            82.0           170.0
Quinn     985.0  1117.0   132.0     0.062797     2102.0               82.0            84.0           166.0
Kerry     993.0   881.0   112.0     0.059765     1874.0               84.0            80.0           164.0
Emerson   433.0   405.0    28.0     0.033413      838.0               86.0            67.0           153.0
Pat      1121.0   854.0   267.0     0.135190     1975.0               70.0            81.0           151.0
Kris      455.0   397.0    58.0     0.068075      852.0               81.0            68.0           149.0
Gale      253.0   256.0     3.0     0.005894      509.0               90.0            59.0           149.0
Blair     213.0   212.0     1.0     0.002353      425.0               91.0            57.0           148.0
Riley    2283.0  3547.0  1264.0     0.216810     5830.0               55.0            91.0           146.0
Skylar    767.0   582.0   185.0     0.137139     1349.0               69.0            77.0           146.0

 the top 100 suggested highly gender nuetral names in WA are 
 ['Jaime', 'Quinn', 'Kerry', 'Emerson', 'Pat', 'Kris', 'Gale', 'Blair', 'Riley', 'Skylar', 'Sage', 'Finley', 'Elisha', 'Taylor', 'Shea', 'Kasey', 'Sidney', 'Peyton', 'Justice', 'Carey', 'Amari', 'Sky', 'Rowan', 'Frankie', 'Reilly', 'Devyn', 'Payton', 'Lennon', 'Val', 'Dominique', 'Arden', 'Dakota', 'Palmer', 'Harley', 'Rene', 'Kelly', 'Teegan', 'River', 'Oakley', 'Avery', 'Leslie', 'Angel', 'Reese', 'Charlie', 'Darian', 'Jessie', 'Remy', 'Shay', 'Trystin', 'Ali', 'Aven', 'Dana', 'Baby', 'Indiana', 'Unknown', 'Unnamed', 'Rian', 'Phoenix', 'Ridley', 'Noel', 'Infant', 'Lennox', 'Camdyn', 'Nikita', 'Murphy', 'Gerry', 'Amen', 'Jaiden', 'Austyn', 'Ocean', 'Kelby', 'Eastyn', 'Lyric', 'Emery', 'Campbell', 'Landry', 'Laverne', 'Finnley', 'Leighton', 'Salem', 'Haiden', 'Tai', 'Yael', 'Timber', 'Ricki', 'Linden', 'Codie', 'Nakia', 'Dusty', 'Briar', 'Jadin', 'Reign', 'Domonique', 'Haidyn']


WV
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Leslie  1701.0  1585.0  116.0     0.035301     3286.0               43.0            48.0            91.0
Marion   981.0   838.0  143.0     0.078615     1819.0               36.0            43.0            79.0
Casey    625.0   795.0  170.0     0.119718     1420.0               33.0            42.0            75.0
Peyton   601.0   514.0   87.0     0.078027     1115.0               37.0            38.0            75.0
Jody     450.0   409.0   41.0     0.047730      859.0               39.0            34.0            73.0
Merle    166.0   174.0    8.0     0.023529      340.0               45.0            27.0            72.0
Pat      226.0   209.0   17.0     0.039080      435.0               42.0            30.0            72.0
Riley    675.0   500.0  175.0     0.148936     1175.0               29.0            40.0            69.0
Dana     962.0  1461.0  499.0     0.205943     2423.0               25.0            44.0            69.0
Jessie  1774.0  1062.0  712.0     0.251058     2836.0               22.0            46.0            68.0

 the top 100 suggested highly gender nuetral names in WV are 
 ['Leslie', 'Marion', 'Casey', 'Peyton', 'Jody', 'Merle', 'Pat', 'Riley', 'Dana', 'Jessie', 'Finley', 'Frankie', 'Jamie', 'Carrol', 'Jaiden', 'Kerry', 'Skyler', 'Kris', 'Paris', 'Jordan', 'Bobbie', 'Avery', 'Tracy', 'Murl', 'Lennon', 'Theo', 'Rowan', 'Ashton', 'Jaden', 'Oakley', 'Justice', 'Aubrey', 'Lynn', 'Darian', 'Sutton', 'Camdyn', 'Emerson', 'Dominique', 'Payton', 'Lyric', 'Blair', 'Sheridan', 'Gale', 'Augustine', 'Reese', 'Kenna', 'Rowen', 'Sage', 'Jaylen']


NC
Sex             F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                        
Jackie     3774.0  3981.0   207.0     0.026692     7755.0              140.0           149.0           289.0
Casey      2874.0  2598.0   276.0     0.050439     5472.0              135.0           143.0           278.0
Angel      3770.0  3300.0   470.0     0.066478     7070.0              130.0           148.0           278.0
Frankie    1845.0  1936.0    91.0     0.024068     3781.0              141.0           137.0           278.0
Jessie     6950.0  5743.0  1207.0     0.095092    12693.0              121.0           153.0           274.0
Marion     3382.0  2793.0   589.0     0.095385     6175.0              120.0           145.0           265.0
Dominique   991.0  1121.0   130.0     0.061553     2112.0              131.0           130.0           261.0
Skyler      970.0   858.0   112.0     0.061269     1828.0              132.0           128.0           260.0
Avery      4006.0  2944.0  1062.0     0.152806     6950.0              104.0           147.0           251.0
Harley     1048.0  1288.0   240.0     0.102740     2336.0              118.0           131.0           249.0

 the top 100 suggested highly gender nuetral names in NC are 
 ['Jackie', 'Casey', 'Angel', 'Frankie', 'Jessie', 'Marion', 'Dominique', 'Skyler', 'Avery', 'Harley', 'Quinn', 'Riley', 'Jamie', 'Emory', 'Unknown', 'Finley', 'Mckinley', 'Justice', 'Jaime', 'Landry', 'Devyn', 'Peyton', 'Domonique', 'Maxie', 'Ivey', 'Austyn', 'Kris', 'Milan', 'Emerson', 'Kendall', 'Robbie', 'Aven', 'Charley', 'Rene', 'Jonnie', 'Reilly', 'Jaidyn', 'Jordan', 'Stacy', 'Elisha', 'Sandy', 'Rowan', 'Lynn', 'Jalyn', 'Amari', 'Dominque', 'Kerry', 'Karsen', 'Rossie', 'Tracy', 'Lennon', 'Leslie', 'Delma', 'Phoenix', 'Sage', 'Kristian', 'Jammie', 'Ivory', 'Erie', 'Camdyn', 'Ashton', 'Aubrey', 'Santana', 'Campbell', 'Antonia', 'Ryley', 'Billie', 'Khali', 'Lannie', 'Oakley', 'Francis', 'Remy', 'Honor', 'Jaylyn', 'Baylor', 'Hayden', 'Carlie', 'Nyjah', 'Ali', 'Kamdyn', 'Dossie', 'Teegan', 'Bernell', 'Ocean', 'Shamari', 'Hiawatha', 'Lavon', 'Andra', 'Sutton', 'Jael', 'Dakota', 'Augustine', 'Lashawn', 'Dwan', 'River', 'Lennie', 'Cleo', 'Zakaria', 'Kaydin', 'Arrow']


MO
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Casey    1871.0  2102.0   231.0     0.058142     3973.0              106.0           108.0           214.0
Riley    2680.0  2303.0   377.0     0.075657     4983.0              102.0           111.0           213.0
Marion   2304.0  2686.0   382.0     0.076553     4990.0              101.0           112.0           213.0
Cleo      689.0   584.0   105.0     0.082482     1273.0               99.0            95.0           194.0
Kendall  1086.0   902.0   184.0     0.092555     1988.0               92.0           100.0           192.0
Peyton   1945.0  1401.0   544.0     0.162582     3346.0               83.0           107.0           190.0
Kerry     959.0  1330.0   371.0     0.162080     2289.0               84.0           104.0           188.0
Kris      219.0   234.0    15.0     0.033113      453.0              110.0            75.0           185.0
Leslie   5147.0  3386.0  1761.0     0.206375     8533.0               68.0           116.0           184.0
Jackie   2474.0  3805.0  1331.0     0.211976     6279.0               67.0           115.0           182.0

 the top 100 suggested highly gender nuetral names in MO are 
 ['Casey', 'Riley', 'Marion', 'Cleo', 'Kendall', 'Peyton', 'Kerry', 'Kris', 'Leslie', 'Jackie', 'Dominique', 'Gale', 'Frankie', 'Quinn', 'Ali', 'Landry', 'Sutton', 'Jody', 'Justice', 'Lennon', 'Bobbie', 'Amari', 'Elisha', 'Carey', 'Unknown', 'Remy', 'Jessie', 'Tory', 'Devyn', 'Oakley', 'Sage', 'Gentry', 'Rowan', 'Emerson', 'Aven', 'Jaiden', 'Billie', 'Harley', 'Emery', 'Payton', 'Phoenix', 'Lavern', 'Jordan', 'Austyn', 'Skyler', 'Ashton', 'Finley', 'Jaylin', 'Lynn', 'Merle', 'Milan', 'Montana', 'Baby', 'Stevie', 'Carrol', 'Ricki', 'Golden', 'Germaine', 'Tru', 'Lorin', 'Lakin', 'Larue', 'Kaedyn', 'River', 'Ryley', 'Pat', 'Gerry', 'Avery', 'Emory', 'Kodi', 'Aries', 'Amori', 'Blayke', 'Kymani', 'Sidney', 'Andra', 'Braylin', 'Palmer', 'Ollie', 'Darian', 'Laken', 'Ora', 'Payson', 'Reece', 'Armani', 'Kamari', 'Garnett', 'Mikah', 'Raleigh', 'Santana', 'Lennox', 'Briar', 'Camdyn', 'Monroe', 'Kristian', 'Leighton', 'Beryl', 'Ashten', 'Bellamy', 'Jaydin']


AL
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Jessie   7311.0  7423.0   112.0     0.007601    14734.0              116.0           122.0           238.0
Frankie  1640.0  1489.0   151.0     0.048258     3129.0              111.0           106.0           217.0
Marion   2365.0  2719.0   354.0     0.069630     5084.0              106.0           111.0           217.0
Johnnie  5927.0  7416.0  1489.0     0.111594    13343.0               95.0           121.0           216.0
Peyton   1452.0  1342.0   110.0     0.039370     2794.0              113.0           102.0           215.0
Francis  1060.0  1173.0   113.0     0.050605     2233.0              109.0           100.0           209.0
Casey    1406.0  1668.0   262.0     0.085231     3074.0              103.0           105.0           208.0
Jackie   2503.0  3231.0   728.0     0.126962     5734.0               93.0           113.0           206.0
Kendall  1147.0  1021.0   126.0     0.058118     2168.0              107.0            99.0           206.0
Aubrey   1734.0  2138.0   404.0     0.104339     3872.0               96.0           109.0           205.0

 the top 100 suggested highly gender nuetral names in AL are 
 ['Jessie', 'Frankie', 'Marion', 'Johnnie', 'Peyton', 'Francis', 'Casey', 'Jackie', 'Kendall', 'Aubrey', 'Riley', 'Unknown', 'Mckinley', 'Odell', 'Kendal', 'Justice', 'Leslie', 'Amari', 'Dannie', 'Dominique', 'Harley', 'Jamie', 'Pat', 'Quinn', 'Taylor', 'Kristian', 'Emory', 'Avery', 'Jordan', 'Sutton', 'Cleo', 'Montez', 'Ollie', 'Emerson', 'Oakley', 'Skyler', 'Lynn', 'Antonia', 'Phoenix', 'Tommie', 'Claudie', 'Devyn', 'Osie', 'Dee', 'Reese', 'Payton', 'Kris', 'Rowan', 'Ocie', 'Billie', 'Shannon', 'Odie', 'Campbell', 'Maxie', 'Kamari', 'Willie', 'Ali', 'Jaidyn', 'Cortney', 'Ashton', 'Ozzie', 'Jimmie', 'August', 'Sandy', 'Raleigh', 'Verner', 'Zyan', 'Chesley', 'Greer', 'Andra', 'Tracy', 'Ari', 'Jonnie', 'Hayden', 'Sage', 'Haiden', 'Kadyn', 'Milan', 'Skylar', 'Zion', 'Ryley', 'Noa', 'Lennox', 'Alva', 'Jammie', 'Finley', 'Austyn', 'Ivory', 'Jaedyn', 'Elisha', 'Landry', 'Armani', 'Crimson', 'Earlie', 'Lennon', 'Kenyatta', 'Carmon', 'Jaylin', 'Kaidyn', 'Darian']


VA
Sex             F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                       
Jessie     3059.0  3028.0   31.0     0.005093     6087.0              110.0           112.0           222.0
Dominique  1164.0  1131.0   33.0     0.014379     2295.0              107.0           101.0           208.0
Emerson     660.0   659.0    1.0     0.000758     1319.0              111.0            95.0           206.0
Aubrey     2341.0  2665.0  324.0     0.064722     5006.0               96.0           110.0           206.0
Kerry       730.0   711.0   19.0     0.013185     1441.0              108.0            97.0           205.0
Skyler      713.0   665.0   48.0     0.034833     1378.0              100.0            96.0           196.0
Jody        591.0   551.0   40.0     0.035026     1142.0               99.0            91.0           190.0
Jackie     1858.0  2414.0  556.0     0.130150     4272.0               81.0           105.0           186.0
Casey      2562.0  1845.0  717.0     0.162696     4407.0               76.0           106.0           182.0
Baby        395.0   462.0   67.0     0.078180      857.0               94.0            87.0           181.0

 the top 100 suggested highly gender nuetral names in VA are 
 ['Jessie', 'Dominique', 'Emerson', 'Aubrey', 'Kerry', 'Skyler', 'Jody', 'Jackie', 'Casey', 'Baby', 'Peyton', 'Quinn', 'Angel', 'Riley', 'Harley', 'Justice', 'Carey', 'Jordan', 'Leslie', 'Finley', 'Page', 'Santana', 'Amari', 'Dominque', 'Kris', 'Ivory', 'Rowan', 'Jamie', 'Avery', 'Alva', 'Aven', 'Camdyn', 'Lacy', 'Kendall', 'Mckinley', 'Frankie', 'Ryley', 'Rene', 'Marion', 'Karon', 'Odell', 'Ollie', 'Andra', 'Kadyn', 'Charley', 'Jaidyn', 'Reilly', 'Elisha', 'River', 'Phoenix', 'Devyn', 'Ja', 'Schuyler', 'Golden', 'Jaime', 'Lennon', 'Unknown', 'Carrington', 'Terry', 'Amen', 'Samari', 'Adler', 'Gracen', 'Britt', 'Campbell', 'Lynn', 'Briar', 'Merritt', 'Bobbie', 'Jaylin', 'Rory', 'Blair', 'Sage', 'Emery', 'Sherron', 'Burnell', 'Claudie', 'Kenyatta', 'Azariah', 'Loren', 'Pat', 'Cary', 'Milan', 'Berkley', 'Sutton', 'Noel', 'Kiran', 'Merle', 'Murphy', 'Lindy', 'Cameran', 'Kamari', 'De', 'Dwan', 'Remy', 'Robbie', 'Kamani', 'Leighton', 'Domonique', 'Alexi']


CA
Sex            F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                       
Jessie    7993.0  7805.0   188.0     0.011900    15798.0              327.0           336.0           663.0
Quinn     3124.0  3267.0   143.0     0.022375     6391.0              319.0           326.0           645.0
Blair     1149.0  1188.0    39.0     0.016688     2337.0              324.0           309.0           633.0
Kris      1536.0  1690.0   154.0     0.047737     3226.0              305.0           316.5           621.5
Carey     1104.0   969.0   135.0     0.065123     2073.0              299.0           303.0           602.0
Riley    10300.0  8201.0  2099.0     0.113453    18501.0              264.0           338.0           602.0
Akira      516.0   538.0    22.0     0.020873     1054.0              321.0           278.0           599.0
Reilly     396.0   392.0     4.0     0.005076      788.0              330.0           269.0           599.0
Justice   1160.0  1407.0   247.0     0.096221     2567.0              276.0           312.0           588.0
Emerson   1491.0  1841.0   350.0     0.105042     3332.0              269.0           318.0           587.0

 the top 100 suggested highly gender nuetral names in CA are 
 ['Jessie', 'Quinn', 'Blair', 'Kris', 'Carey', 'Riley', 'Akira', 'Reilly', 'Justice', 'Emerson', 'Shea', 'Amari', 'Britt', 'Osiris', 'Milan', 'Azariah', 'Anay', 'Sky', 'Charley', 'Harley', 'Dakota', 'Kerry', 'Devyn', 'Leighton', 'Shay', 'Salem', 'Jael', 'Campbell', 'Ryley', 'Sage', 'Ocean', 'Arin', 'Elisha', 'Unknown', 'Krishna', 'Sidney', 'Remy', 'Finley', 'Baby', 'Karan', 'Torrey', 'Harpreet', 'Kiran', 'Allyn', 'Trinidad', 'Aries', 'Indiana', 'Isa', 'Iran', 'Tory', 'Jaylin', 'Channing', 'Torey', 'Phoenix', 'An', 'Sunny', 'Austyn', 'Dusty', 'Rio', 'Casey', 'Rowan', 'Skyler', 'Hoa', 'Yael', 'Seneca', 'Samar', 'Emory', 'Chee', 'Kodi', 'Jessi', 'Yee', 'Arden', 'Sutton', 'Kyrie', 'Jazz', 'Alexis', 'Ricci', 'Amrit', 'Amandeep', 'Merle', 'Codie', 'Pat', 'Kaidyn', 'Mandeep', 'Shiloh', 'Bowie', 'Lennon', 'Dakotah', 'Kylin', 'Jourdan', 'Kendell', 'Rooney', 'Ying', 'Tam', 'Michel', 'Kalin', 'Finnley', 'Kimani', 'Kamari', 'Monroe']


CT
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Terry    829.0  1015.0  186.0     0.100868     1844.0               29.0            33.0            62.0
Casey   1052.0   736.0  316.0     0.176734     1788.0               25.0            32.0            57.0
Dakota   268.0   285.0   17.0     0.030741      553.0               33.0            23.0            56.0
Quinn    349.0   485.0  136.0     0.163070      834.0               26.0            26.0            52.0
Pat      140.0   125.0   15.0     0.056604      265.0               32.0            19.0            51.0
Riley   1340.0   636.0  704.0     0.356275     1976.0               13.0            34.0            47.0
Lee      755.0  1649.0  894.0     0.371880     2404.0               11.0            35.0            46.0
Kris      88.0   108.0   20.0     0.102041      196.0               28.0            17.0            45.0
Jaime    880.0   443.0  437.0     0.330310     1323.0               15.0            29.0            44.0
Skyler   201.0   129.0   72.0     0.218182      330.0               23.0            21.0            44.0

 the top 100 suggested highly gender nuetral names in CT are 
 ['Terry', 'Casey', 'Dakota', 'Quinn', 'Pat', 'Riley', 'Lee', 'Kris', 'Jaime', 'Skyler', 'Milan', 'Dale', 'Carmen', 'Rowan', 'Dana', 'Jan', 'Ryley', 'Reign', 'Lane', 'Jamie', 'Jaidyn', 'Baby', 'Armani', 'Nicola', 'Jael', 'Phoenix', 'Loren', 'Devon', 'River', 'Hayden', 'Emerson', 'Peyton', 'Amari', 'Jaylin', 'Finley', 'Blair', 'Lexus']


AK
Sex         F      M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                  
Riley   281.0  372.0   91.0     0.139357      653.0               15.0            18.0            33.0
Taylor  697.0  382.0  315.0     0.291937     1079.0               11.0            19.0            30.0
Finley   26.0   26.0    0.0     0.000000       52.0               19.0            10.0            29.0
Sage     74.0   42.0   32.0     0.275862      116.0               12.0            12.0            24.0
Rory     13.0   11.0    2.0     0.083333       24.0               16.0             8.0            24.0
Darian   12.0   11.0    1.0     0.043478       23.0               17.0             7.0            24.0
Jordan  387.0  864.0  477.0     0.381295     1251.0                4.0            20.0            24.0
Avery   257.0  128.0  129.0     0.335065      385.0                7.0            16.0            23.0
Quinn    54.0   99.0   45.0     0.294118      153.0                9.5            13.0            22.5
Harley   17.0   26.0    9.0     0.209302       43.0               13.0             9.0            22.0

 the top 100 suggested highly gender nuetral names in AK are 
 ['Riley', 'Taylor', 'Finley', 'Sage', 'Rory', 'Darian', 'Jordan', 'Avery', 'Quinn', 'Harley', 'Carlie', 'Elisha', 'Casey', 'Emerson', 'River', 'Dakota', 'Peyton', 'Remington', 'Phoenix', 'Reese']


ND
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Kelly   1276.0  1110.0  166.0     0.069573     2386.0               28.0            31.0            59.0
Jamie    803.0   557.0  246.0     0.180882     1360.0               22.0            27.0            49.0
Kerry    177.0   205.0   28.0     0.073298      382.0               27.0            22.0            49.0
Dana     406.0   315.0   91.0     0.126214      721.0               24.0            24.0            48.0
Lynn     573.0   902.0  329.0     0.223051     1475.0               20.0            28.0            48.0
Peyton   273.0   192.0   81.0     0.174194      465.0               23.0            23.0            46.0
Pat      120.0    96.0   24.0     0.111111      216.0               26.0            19.0            45.0
Taylor  1130.0   589.0  541.0     0.314718     1719.0               13.0            30.0            43.0
Kim      787.0   401.0  386.0     0.324916     1188.0               12.0            26.0            38.0
Leslie   493.0  1106.0  613.0     0.383365     1599.0                8.0            29.0            37.0

 the top 100 suggested highly gender nuetral names in ND are 
 ['Kelly', 'Jamie', 'Kerry', 'Dana', 'Lynn', 'Peyton', 'Pat', 'Taylor', 'Kim', 'Leslie', 'Oakley', 'Payton', 'Emerson', 'Reese', 'Kris', 'Rene', 'Lennox', 'Charlie', 'Riley', 'Kasey', 'Jayme', 'Rowan', 'Finley', 'Quinn', 'Dakota', 'Sage', 'Kendall', 'Remington', 'Darian', 'Blair', 'Sutton']


VT
Sex          F      M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                   
Leslie   304.0  292.0   12.0     0.020134      596.0               13.0            10.0            23.0
Jamie    433.0  288.0  145.0     0.201110      721.0                8.0            12.0            20.0
Riley    221.0  289.0   68.0     0.133333      510.0               11.0             9.0            20.0
Casey    196.0  277.0   81.0     0.171247      473.0                9.0             8.0            17.0
Avery    199.0  132.0   67.0     0.202417      331.0                7.0             7.0            14.0
Skylar    29.0   21.0    8.0     0.160000       50.0               10.0             4.0            14.0
Taylor   645.0  293.0  352.0     0.375267      938.0                1.0            13.0            14.0
Terry    215.0  447.0  232.0     0.350453      662.0                3.0            11.0            14.0
Emerson   18.0   16.0    2.0     0.058824       34.0               12.0             1.0            13.0
Quinn     69.0  113.0   44.0     0.241758      182.0                6.0             5.0            11.0

 the top 100 suggested highly gender nuetral names in VT are 
 ['Leslie', 'Jamie', 'Riley', 'Casey', 'Avery', 'Skylar', 'Taylor', 'Terry', 'Emerson', 'Quinn', 'Harley', 'Jody', 'Finley']


MI
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Clare    1055.0  1054.0     1.0     0.000474     2109.0              118.0           109.0           227.0
Laverne   942.0   950.0     8.0     0.004228     1892.0              117.0           106.0           223.0
Gale      960.0   902.0    58.0     0.031149     1862.0              113.0           105.0           218.0
Emerson   820.0   859.0    39.0     0.023228     1679.0              115.0           101.0           216.0
Kerry    2075.0  1789.0   286.0     0.074017     3864.0              101.0           115.0           216.0
Kris      904.0   802.0   102.0     0.059789     1706.0              105.0           103.0           208.0
Riley    4150.0  2790.0  1360.0     0.195965     6940.0               82.0           122.0           204.0
Skyler    868.0  1040.0   172.0     0.090147     1908.0               96.0           107.0           203.0
Casey    2412.0  3705.0  1293.0     0.211378     6117.0               79.0           120.0           199.0
Quinn    1374.0  1082.0   292.0     0.118893     2456.0               89.0           110.0           199.0

 the top 100 suggested highly gender nuetral names in MI are 
 ['Clare', 'Laverne', 'Gale', 'Emerson', 'Kerry', 'Kris', 'Riley', 'Skyler', 'Casey', 'Quinn', 'Emery', 'Finley', 'Leslie', 'Baby', 'Unknown', 'Amari', 'Justice', 'Carey', 'Devyn', 'Armani', 'Jessie', 'Lennon', 'Rowan', 'Blair', 'Santana', 'Phoenix', 'Peyton', 'Avery', 'Jaedyn', 'Dusty', 'Elisha', 'Stevie', 'Rian', 'Milan', 'Val', 'Kenyatta', 'Oakley', 'Ryley', 'Pat', 'Dominique', 'Kendall', 'Harley', 'Noel', 'River', 'Larkin', 'Kai', 'Frankie', 'Ashten', 'Dakota', 'Tylar', 'Reese', 'Aris', 'Sage', 'Ricki', 'Ollie', 'Aven', 'Arion', 'Tru', 'Shea', 'Karon', 'Codi', 'Hartley', 'Shomari', 'Lennox', 'Angel', 'Mikah', 'Rene', 'Remy', 'Reilly', 'Linden', 'Carsyn', 'Lavon', 'Jaidyn', 'Sidney', 'Palmer', 'Monroe', 'Jaiden', 'Paris', 'Gerry', 'Zion', 'Guadalupe', 'Marlow', 'Jule', 'Robbie', 'Darian', 'Briar', 'Denver', 'Arie', 'Devan', 'Azariah', 'Leighton', 'Parris', 'Micaiah', 'Lorin', 'Dominque', 'Allyn', 'Tramaine', 'Finnley', 'Tai', 'Jaylyn']


NE
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Leslie   1425.0  1406.0   19.0     0.006711     2831.0               53.0            51.0           104.0
Lynn     1288.0  1128.0  160.0     0.066225     2416.0               49.0            50.0            99.0
Marion    808.0   693.0  115.0     0.076616     1501.0               47.0            47.0            94.0
Laverne   404.0   416.0   12.0     0.014634      820.0               52.0            41.0            93.0
Peyton    505.0   421.0   84.0     0.090713      926.0               46.0            44.0            90.0
Riley     702.0  1088.0  386.0     0.215642     1790.0               33.0            49.0            82.0
Kerry     482.0   351.0  131.0     0.157263      833.0               39.0            42.0            81.0
Sidney    223.0   305.0   82.0     0.155303      528.0               40.0            34.0            74.0
Dana     1007.0   568.0  439.0     0.278730     1575.0               25.0            48.0            73.0
Rowan     116.0   150.0   34.0     0.127820      266.0               42.0            29.0            71.0

 the top 100 suggested highly gender nuetral names in NE are 
 ['Leslie', 'Lynn', 'Marion', 'Laverne', 'Peyton', 'Riley', 'Kerry', 'Sidney', 'Dana', 'Rowan', 'Fay', 'Angel', 'Taylor', 'Skyler', 'Jordan', 'Jaiden', 'Justice', 'Oakley', 'Quinn', 'Pat', 'Shea', 'Charley', 'Marlyn', 'Baylor', 'Payton', 'Sutton', 'Dakota', 'Gayle', 'Brook', 'Charlie', 'Lennox', 'Ali', 'Kasey', 'Kendall', 'Phoenix', 'Finnley', 'Billie', 'Sage', 'Harley', 'Emerson', 'Sawyer', 'Dominique', 'Amari', 'Tegan', 'River', 'Ora', 'Leighton', 'Baby', 'Finley', 'Austyn', 'Kris', 'Remy', 'Briar']


KY
Sex            F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                       
Casey     1675.0  1842.0   167.0     0.047484     3517.0               99.0            97.0           196.0
Jessie    3690.0  3144.0   546.0     0.079895     6834.0               92.0           100.0           192.0
Peyton    1595.0  1373.0   222.0     0.074798     2968.0               94.0            93.0           187.0
Leslie    4543.0  3382.0  1161.0     0.146498     7925.0               79.0           104.0           183.0
Robbie     607.0   657.0    50.0     0.039557     1264.0              100.0            83.0           183.0
Riley     1742.0  1366.0   376.0     0.120978     3108.0               84.0            95.0           179.0
Justice    305.0   287.0    18.0     0.030405      592.0              101.0            71.0           172.0
Mckinley   245.0   219.0    26.0     0.056034      464.0               98.0            66.0           164.0
Harley     636.0   851.0   215.0     0.144586     1487.0               80.0            84.0           164.0
Emery      343.0   426.0    83.0     0.107932      769.0               87.0            75.0           162.0

 the top 100 suggested highly gender nuetral names in KY are 
 ['Casey', 'Jessie', 'Peyton', 'Leslie', 'Robbie', 'Riley', 'Justice', 'Mckinley', 'Harley', 'Emery', 'Frankie', 'Elisha', 'Carey', 'Skyler', 'Amari', 'Unknown', 'Pat', 'Dominique', 'Loren', 'Avery', 'Emerson', 'Jody', 'Kendall', 'Jamie', 'Ollie', 'Kristian', 'Alva', 'Francis', 'Finley', 'Garnett', 'Ashton', 'Gayle', 'Dorris', 'Sherrill', 'Lynn', 'Emory', 'Paris', 'Darian', 'Billie', 'Landry', 'Taylor', 'Vola', 'Jackie', 'Kelly', 'Sage', 'Marion', 'Quinn', 'Gentry', 'Jaiden', 'Baby', 'Kris', 'Devyn', 'Lacy', 'Remy', 'Ali', 'Holland', 'Tegan', 'Jaylan', 'Mikah', 'Phoenix', 'Payton', 'Kamari', 'Haiden', 'Lennon', 'Aubrey', 'Sidney', 'Dorsie', 'Tommie', 'Rudell', 'Rowan', 'Dee', 'Lennox', 'Dusty', 'Jaden', 'Jaedyn', 'Armani', 'Remington', 'River', 'Reese', 'Raylen', 'Gale', 'Royal', 'Sutton', 'Salem', 'Jaylin', 'Carmon', 'Jammie', 'Merle', 'Rory', 'Ova', 'Tatum', 'Estell', 'Gerry', 'Montie', 'Kaidyn', 'Elvie', 'Austyn', 'Lindy', 'Darrian', 'Larkin']


ID
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Kelly   1358.0  1440.0   82.0     0.029307     2798.0               42.0            43.0            85.0
Jaime    199.0   191.0    8.0     0.020513      390.0               44.0            30.0            74.0
Peyton   374.0   337.0   37.0     0.052039      711.0               40.0            33.0            73.0
Kim      715.0   553.0  162.0     0.127760     1268.0               34.0            37.0            71.0
Marion   232.0   278.0   46.0     0.090196      510.0               38.0            32.0            70.0
Quinn    186.0   168.0   18.0     0.050847      354.0               41.0            29.0            70.0
Taylor  1742.0  1125.0  617.0     0.215208     2867.0               23.0            44.0            67.0
Skylar   134.0   164.0   30.0     0.100671      298.0               35.0            26.5            61.5
Riley    571.0   939.0  368.0     0.243709     1510.0               21.0            40.0            61.0
Payton   426.0   297.0  129.0     0.178423      723.0               26.0            34.0            60.0

 the top 100 suggested highly gender nuetral names in ID are 
 ['Kelly', 'Jaime', 'Peyton', 'Kim', 'Marion', 'Quinn', 'Taylor', 'Skylar', 'Riley', 'Payton', 'Leslie', 'Harley', 'Charlie', 'Finnley', 'Kasey', 'Teagan', 'Austyn', 'Kris', 'Tracy', 'Sidney', 'Jordan', 'Emerson', 'Morgan', 'Remington', 'Dakota', 'River', 'Dee', 'Kacey', 'Lynn', 'Justice', 'Pat', 'Brighton', 'Sutton', 'Rowan', 'Angel', 'Merle', 'Jaiden', 'Remy', 'Laverne', 'Tatum', 'Phoenix', 'Finley', 'Ali', 'Rene', 'Bentlee']


DC
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Kerry    178.0   148.0   30.0     0.092025      326.0               30.0            26.0            56.0
Avery    222.0   162.0   60.0     0.156250      384.0               27.0            28.0            55.0
Casey    119.0   104.0   15.0     0.067265      223.0               32.0            23.0            55.0
Terry    745.0  1276.0  531.0     0.262741     2021.0               20.0            34.0            54.0
Quinn     95.0   124.0   29.0     0.132420      219.0               28.0            22.0            50.0
Angel    718.0   388.0  330.0     0.298373     1106.0               17.0            32.0            49.0
Kendall  171.0   121.0   50.0     0.171233      292.0               25.0            24.0            49.0
Aubrey   119.0    82.0   37.0     0.184080      201.0               24.0            21.0            45.0
Baby      32.0    41.0    9.0     0.123288       73.0               29.0            16.0            45.0
Jordan   487.0  1086.0  599.0     0.380801     1573.0               12.0            33.0            45.0

 the top 100 suggested highly gender nuetral names in DC are 
 ['Kerry', 'Avery', 'Casey', 'Terry', 'Quinn', 'Angel', 'Kendall', 'Aubrey', 'Baby', 'Jordan', 'Amari', 'Dominique', 'Loren', 'Logan', 'Emerson', 'Emilie', 'Jaime', 'Dale', 'Chantelle', 'Carey', 'Dallas', 'Jaylin', 'Ariel', 'Jaleesa', 'Parker', 'Dominque', 'Amen', 'Domonique', 'Blair', 'Justice', 'Alissa', 'Toby', 'Janee', 'Deshawn']


IA
Sex           F       M    diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                      
Marion   1447.0  1550.0   103.0     0.034368     2997.0               65.0            67.0           132.0
Leslie   2069.0  2240.0   171.0     0.039684     4309.0               63.0            69.0           132.0
Riley    1245.0  1433.0   188.0     0.070202     2678.0               56.0            66.0           122.0
Angel     713.0   654.0    59.0     0.043160     1367.0               62.0            59.0           121.0
Kerry     643.0   769.0   126.0     0.089235     1412.0               52.0            60.0           112.0
Kendall   435.0   511.0    76.0     0.080338      946.0               55.0            56.0           111.0
Lynn     3086.0  2056.0  1030.0     0.200311     5142.0               40.0            70.0           110.0
Blair     140.0   134.0     6.0     0.021898      274.0               66.0            39.0           105.0
Quinn     574.0   446.0   128.0     0.125490     1020.0               47.0            57.0           104.0
Beryl     119.0   128.0     9.0     0.036437      247.0               64.0            38.0           102.0

 the top 100 suggested highly gender nuetral names in IA are 
 ['Marion', 'Leslie', 'Riley', 'Angel', 'Kerry', 'Kendall', 'Lynn', 'Blair', 'Quinn', 'Beryl', 'Sage', 'Briar', 'Peyton', 'Skylar', 'Jamie', 'Fay', 'Justice', 'Pat', 'Rowan', 'Jaiden', 'Jackie', 'Payton', 'Sidney', 'Darian', 'Kasey', 'Hayden', 'Codi', 'Frankie', 'Taylor', 'Cleo', 'Kris', 'Dana', 'Charley', 'Jordan', 'Oakley', 'Unkown', 'Landry', 'Cris', 'Devyn', 'Breckyn', 'Kodi', 'Ollie', 'Marlo', 'Unknown', 'Baby', 'Shay', 'Emery', 'Shea', 'Lennon', 'Billie', 'Emerson', 'Lennox', 'Reese', 'Charlie', 'Jaden', 'Amari', 'Ardell', 'Baylor', 'Carey', 'Dominique', 'Leighton', 'Finley', 'Austyn', 'Teagan', 'Delaine', 'Emory', 'Ora', 'Jammie', 'Britt', 'Eastyn', 'Palmer', 'Vernie', 'Ryley']


FL
Sex           F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                     
Jessie   3533.0  3854.0  321.0     0.043455     7387.0              152.0           164.0           316.0
Casey    3618.0  4139.0  521.0     0.067165     7757.0              143.0           165.0           308.0
Harley    976.0   938.0   38.0     0.019854     1914.0              157.0           145.0           302.0
Jaime    1703.0  1901.0  198.0     0.054939     3604.0              147.0           153.0           300.0
Quinn     966.0   902.0   64.0     0.034261     1868.0              154.0           143.0           297.0
Skyler   1549.0  1742.0  193.0     0.058645     3291.0              145.0           152.0           297.0
Armani    789.0   851.0   62.0     0.037805     1640.0              153.0           141.0           294.0
Justice   921.0   833.0   88.0     0.050171     1754.0              148.0           142.0           290.0
Kerry    1129.0  1314.0  185.0     0.075727     2443.0              140.0           149.0           289.0
Elisha    659.0   600.0   59.0     0.046863     1259.0              150.0           136.0           286.0

 the top 100 suggested highly gender nuetral names in FL are 
 ['Jessie', 'Casey', 'Harley', 'Jaime', 'Quinn', 'Skyler', 'Armani', 'Justice', 'Kerry', 'Elisha', 'Riley', 'Marion', 'Jackie', 'Ivory', 'Jody', 'Baby', 'Loren', 'Unknown', 'Reilly', 'Emerson', 'Jaylin', 'Ocean', 'Charley', 'Jaidyn', 'Milan', 'Devyn', 'Frankie', 'Yael', 'Amari', 'Stevie', 'Robbie', 'Peyton', 'Kimani', 'Storm', 'Rowan', 'Jael', 'Lennon', 'Ryley', 'Jaedyn', 'Blair', 'Infant', 'Pat', 'Camdyn', 'Dakota', 'Leighton', 'Royal', 'Carey', 'Finley', 'Yuri', 'Avery', 'Angel', 'Jan', 'Alva', 'Shiloh', 'Phoenix', 'Isa', 'Sage', 'Jean', 'Santana', 'Artie', 'Andra', 'Shia', 'Dakotah', 'Shea', 'Emery', 'Merritt', 'Reese', 'Johnnie', 'River', 'Tristyn', 'Jules', 'Sutton', 'Briar', 'Ariel', 'Jammie', 'Alix', 'Oakley', 'Arin', 'Shamari', 'Talyn', 'Erie', 'Campbell', 'Dominique', 'Graycen', 'Shade', 'Mel', 'Demetrice', 'Emari', 'Caron', 'Hayden', 'Karon', 'Braylin', 'Eliyah', 'Rene', 'Channing', 'Jourdan', 'Palmer', 'Charleston', 'Jordin', 'Salem']


PA
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Carmen  3472.0  3792.0  320.0     0.044053     7264.0              118.0           125.0           243.0
Angel   3437.0  4066.0  629.0     0.083833     7503.0              110.0           127.0           237.0
Baby    1238.0  1330.0   92.0     0.035826     2568.0              119.0           115.0           234.0
Quinn   1849.0  1650.0  199.0     0.056873     3499.0              115.0           118.0           233.0
Casey   4152.0  3286.0  866.0     0.116429     7438.0               98.0           126.0           224.0
Kris     548.0   587.0   39.0     0.034361     1135.0              120.0           102.0           222.0
Kerry   2302.0  2884.0  582.0     0.112225     5186.0              100.0           122.0           222.0
Jan     2137.0  1711.0  426.0     0.110707     3848.0              102.0           119.0           221.0
Gerry    373.0   386.0   13.0     0.017128      759.0              122.0            95.0           217.0
Carey    529.0   472.0   57.0     0.056943     1001.0              114.0            99.0           213.0

 the top 100 suggested highly gender nuetral names in PA are 
 ['Carmen', 'Angel', 'Baby', 'Quinn', 'Casey', 'Kris', 'Kerry', 'Jan', 'Gerry', 'Carey', 'Harley', 'Milan', 'Justice', 'Jaylin', 'Skyler', 'Noel', 'Armani', 'Ryley', 'Remy', 'Finley', 'Lennon', 'Rowan', 'Devon', 'Riley', 'Pat', 'Phoenix', 'Devan', 'Reilly', 'Jaidyn', 'Emerson', 'Reese', 'Tory', 'Ali', 'Jaedyn', 'Amari', 'Arden', 'Ardell', 'Shea', 'Patsy', 'Oakley', 'Avery', 'Elisha', 'Leslie', 'Linden', 'Kamari', 'Emery', 'Charlie', 'Verne', 'Lorin', 'Lennox', 'Sage', 'Paris', 'Peyton', 'Unknown', 'Braylin', 'Rian', 'Jordan', 'Barrie', 'Dakota', 'Dereon', 'Hartley', 'Reiley', 'Khamani', 'Ashten', 'Arlie', 'Honor', 'Devyn', 'Alva', 'Loren', 'Teegan', 'Shay', 'Lakota', 'Azariah', 'Seneca', 'Sheridan', 'Jackie', 'Stevie', 'Royal', 'Briar', 'Cris', 'Lyrik', 'Allyn', 'Storm', 'Leighton', 'Jacque', 'Johann', 'Tai', 'Santana', 'Jael', 'Kendell', 'Jensen', 'Darian', 'River', 'Dusty', 'Divine', 'Shai', 'Myrl', 'Yuri', 'Kyrie', 'Jourdan']


RI
Sex         F      M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                  
Quinn   106.0   98.0    8.0     0.039216      204.0               15.0            10.0            25.0
Lee     221.0  349.0  128.0     0.224561      570.0               10.0            14.0            24.0
Terry   186.0  145.0   41.0     0.123867      331.0               12.0            11.0            23.0
Dale    187.0  247.0   60.0     0.138249      434.0               11.0            12.0            23.0
Dana    417.0  251.0  166.0     0.248503      668.0                7.0            16.0            23.0
Riley   394.0  209.0  185.0     0.306799      603.0                6.0            15.0            21.0
Jamie   798.0  356.0  442.0     0.383016     1154.0                4.0            17.0            21.0
Dakota   50.0   40.0   10.0     0.111111       90.0               13.0             7.0            20.0
Lennox    5.0    5.0    0.0     0.000000       10.0               16.5             1.5            18.0
Casey   335.0  164.0  171.0     0.342685      499.0                5.0            13.0            18.0

 the top 100 suggested highly gender nuetral names in RI are 
 ['Quinn', 'Lee', 'Terry', 'Dale', 'Dana', 'Riley', 'Jamie', 'Dakota', 'Lennox', 'Casey', 'Kris', 'Loren', 'Rowan', 'Finley', 'Hayden', 'Emerson', 'Justice']


DE
Sex          F       M   diff  percent_dff  Total_num  percent_diff_rank  Total_num_rank  combined_score
Name                                                                                                    
Terry    307.0   383.0   76.0     0.110145      690.0               17.0            19.0            36.0
Angel    229.0   334.0  105.0     0.186501      563.0               16.0            18.0            34.0
Dakota    94.0   105.0   11.0     0.055276      199.0               19.0            13.0            32.0
Unknown   42.0    46.0    4.0     0.045455       88.0               20.0            11.0            31.0
Avery    306.0   153.0  153.0     0.333333      459.0               10.5            16.0            26.5
Devon    122.0   223.0  101.0     0.292754      345.0               12.0            14.0            26.0
Rowan     33.0    52.0   19.0     0.223529       85.0               15.0            10.0            25.0
Jordan   441.0  1169.0  728.0     0.452174     1610.0                3.0            20.0            23.0
Casey    262.0   111.0  151.0     0.404826      373.0                5.0            15.0            20.0
Jessie     6.0     5.0    1.0     0.090909       11.0               18.0             1.0            19.0

 the top 100 suggested highly gender nuetral names in DE are 
 ['Terry', 'Angel', 'Dakota', 'Unknown', 'Avery', 'Devon', 'Rowan', 'Jordan', 'Casey', 'Jessie', 'Quinn', 'Armani', 'Riley', 'River', 'Finley', 'Justice', 'Phoenix', 'Pat', 'Skyler', 'Nakia']

Question 3: Trendsetter State (Two Approach Verification Method)

Question: "Do you see any evidence that certain states are “trendsetters” (e.g., they pioneer the use of new names or reintroduce a name that hasn’t been used in a while)? Along the same lines, are there states that tend to adopt names after they gain popularity in other states? There are many potential ways to address this question. In your answer, please be sure to explain why you chose your approach, how you would interpret your results, and any limitations to the method you have chosen."

Approach 1: State Based

a. Time series plot of the number of unique names each state has
b. Histogram of volumn of names that the state was the first one to adopt

Appraoch 2: Name Based

a. Find out top 500 popular names based on occurrences
b. Within top 500 names, plot name occurrences for each state

Rationale

Limitation

a. the volumn over time does not reflect the "setting" aspect since the states could simply used many name. The following pattern can not be revealed through it

c. While the two approach method output the same states, it could be a case where a state did not start many new names and did not use many names; however, its adoption induced the adoption of other states. In order to see the details, we would have to drill down to each name and the number of occurrences across states over time for that particular name

In [10]:
### Approach 1 a.time series plot of the number of unique names each state has
def name_volumn_visualize (df):
    new_df = df.groupby(['Year_of_birth','State']).agg({'Name': 'count'})
    new_df ['year']= new_df.index.get_level_values('Year_of_birth')
    new_df ['volumn']= new_df['Name']
    new_df ['state'] = new_df.index.get_level_values('State')
    new_df  = new_df .droplevel(['Year_of_birth'])
    fig = px.line(new_df,x='year',y='volumn',color='state')
    fig.show(renderer="notebook")
In [11]:
name_volumn_visualize (a) ### You can hover over any line to see what state it corresponds to 
In [12]:
### Approach 1 b.frequency plot of the volumn of the names each state was the first to adopt
def first_setter (df):
    new = df.groupby('Name').agg({'Year_of_birth': 'min'})
    new['Name_min']=new.index
    new_df = pd.merge(left=new,right=a, how = 'inner', left_on=['Name_min','Year_of_birth'], right_on=['Name','Year_of_birth'])
    
    ### plotting 
    new_df = new_df.groupby('State').agg({'Name_min':'count'})
    new_df['State']= new_df.index
    fig = px.bar(x=new_df['State'], y=new_df['Name_min'])
    fig.show(render = 'notebook')
In [13]:
first_setter(a)
In [19]:
### Approach 2: a. list of top 500 names 
###             b. within the 500 words, what is the frequency across states  
def name_popularity(df):
    name_df = df.groupby('Name').agg({'Num_of_occurrences':'sum'}) ### identify top 1000 names
    name_df.sort_values(by='Num_of_occurrences',ascending=False, inplace = True)
    top_500 = name_df[0:500].index.tolist()
    
    #print('the top 500 names are the following \n {}'.format(top_500))
    df_top_500 = df[df.Name.isin(top_500)]
    count_df = df_top_500.groupby('State').agg({'Name':'count'})
    count_df.reset_index(inplace = True)
    ### plotting the bar chart of the top 500 words /num of occurences 
    plt.figure(figsize=(15,5))
    
    
    x = count_df.State.tolist()
    y_pos = np.arange(len(x))
    y = count_df['Name'].tolist()

    plt.bar(y_pos, y, align='center', alpha=0.6)
    plt.xticks(y_pos,x,rotation=90)
    plt.ylabel('Num of Occurences')
    plt.title('Count of Popular 500 Names across State',fontsize=20) 
    
    max_state = count_df[count_df.Name==count_df.Name.max()].State.values[0]
    arrow_x = count_df[count_df.Name==count_df.Name.max()].index.values[0] + 0.5
    arrow_y = count_df.Name.max() - 500
    plt.annotate('max state is {} and the total count is  {}'.format(max_state,count_df.Name.max()) \
             ,  xy=(arrow_x, arrow_y), xytext=(arrow_x+3, arrow_y), arrowprops=dict(facecolor="black", width=3,headwidth=10, shrink=0.2))
   
    
In [20]:
name_popularity(a)

Outcome

Approach 1:

a) Taxes at early times used the most number of unique names and around year 1955, New York and California surpassed it and owned the most number of unique names

b) California has the highest instances where it was the first state to use a name, followed by Taxes and New York

Approach 2:

Conclusion:

from our two approach verification method, we can deduce that California, Taxes and New York are the trendsetter states

In [ ]:
 

Q4: Other Datasets and Potential Research Question

question: "Though many interesting questions could be explored with just this data, the possibilities are even more expansive if this data were to be enhanced with other data. Please come up with such a question and, without actually carrying out the exercise, simply explain the approach you would take to answer the question. In particular, be as specific as possible regarding the additional data that you would need as well as the intuitive motivation for exploring this question empirically."

Dataset: family household information for each birth in each year

Qestion: Would certain naming indicate a shift in household purchasing/consuming behavior, potentially coinciding with an increase in overall cash flow it has during the period of time?

Motivation: When family has a surplus of cash at hands, they may focus more on the quality and details in life which translate into more consideration in naming a baby. If we are able to identify correlation between names and a possible increase/decrease in household spending, we can better advise government agency to send advice on cash management at the correct time, providing nudges to help household make informed decision.

Dataset Description:

the data set would contain family cash flow at each year for households that had a new-born in that year, there are also additional data on family income, total number of purchases, value for each purchase

In [ ]: